[
  {
    "sample_id": "REP-VDP-001",
    "source_pool_id": "REP-033",
    "source_url_sha256": "f06099dab002028a3a9a0773f070df31ec25a1da3bd142209c8eba61521f66d1",
    "anonymized_dealer_id": "R01",
    "dealer_segment": "independent",
    "region": "Southeast",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "van",
    "photo_count": 24,
    "images_visually_reviewed": 7,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 12,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|odometer|wheel_tire|cargo",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-002",
    "source_pool_id": "REP-034",
    "source_url_sha256": "97c20852e7ffa8b907bf1fc15c4c8e94e52e8de18b7de8a5d4be1579f58ad660",
    "anonymized_dealer_id": "R01",
    "dealer_segment": "independent",
    "region": "Southeast",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 23,
    "images_visually_reviewed": 7,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 12,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|odometer|wheel_tire|cargo",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-003",
    "source_pool_id": "REP-035",
    "source_url_sha256": "16bae80511bebb92b17e373720e21a7e1c4e78e871ada69011304827c26660ed",
    "anonymized_dealer_id": "R01",
    "dealer_segment": "independent",
    "region": "Southeast",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 24,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 11,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|wheel_tire|feature_detail",
    "priority_fix": "Remove the dealership logo overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-004",
    "source_pool_id": "REP-036",
    "source_url_sha256": "cb72b76acc1ae1ae5ea1b12f44ecfc6f6eb3a675651b17606efdd8abc8ab28a4",
    "anonymized_dealer_id": "R01",
    "dealer_segment": "independent",
    "region": "Southeast",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 24,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 10,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|wheel_tire|cargo|feature_detail",
    "priority_fix": "Remove the dealership logo overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-005",
    "source_pool_id": "REP-037",
    "source_url_sha256": "f829d28e9be4aae2a3c5445fc0786b22a47fa72fe159d8ea11be40614ce98170",
    "anonymized_dealer_id": "R01",
    "dealer_segment": "independent",
    "region": "Southeast",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 23,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 11,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|odometer|wheel_tire|cargo|feature_detail",
    "priority_fix": "Remove the dealership logo overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-006",
    "source_pool_id": "REP-038",
    "source_url_sha256": "76acd78430645a716bb6090ae7edbd670084b67db05030f040731266e655dcaa",
    "anonymized_dealer_id": "R01",
    "dealer_segment": "independent",
    "region": "Southeast",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 25,
    "images_visually_reviewed": 7,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 10,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|wheel_tire|cargo|feature_detail",
    "priority_fix": "Remove the dealership logo overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-007",
    "source_pool_id": "REP-039",
    "source_url_sha256": "677d0262560addab06b278587448aef3cc3ccf2cc09c3c6873f8862593dcb5a9",
    "anonymized_dealer_id": "R01",
    "dealer_segment": "independent",
    "region": "Southeast",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "sedan",
    "photo_count": 33,
    "images_visually_reviewed": 7,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 12,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|odometer|wheel_tire|feature_detail",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-008",
    "source_pool_id": "REP-040",
    "source_url_sha256": "b67f590083938a79d7d78f4aa20d6e9633c568c349586aecc670867d4f510a8c",
    "anonymized_dealer_id": "R01",
    "dealer_segment": "independent",
    "region": "Southeast",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 33,
    "images_visually_reviewed": 7,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 12,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "none",
    "evidence_types_seen": "exterior|interior|feature_detail|cargo|wheel_tire",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-009",
    "source_pool_id": "REP-116",
    "source_url_sha256": "5fc8d62b3e343939b15f97bf4c3c02c7b8e1fbf840ac9db5a7c9f205d4e24535",
    "anonymized_dealer_id": "R02",
    "dealer_segment": "franchise",
    "region": "Mid-Atlantic",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 31,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 9,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|cargo|feature_detail",
    "priority_fix": "Remove the text overlays from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-010",
    "source_pool_id": "REP-117",
    "source_url_sha256": "d05885003f50c903ea59e62376847e043dae65d5c9b9704d88bbd26912558995",
    "anonymized_dealer_id": "R02",
    "dealer_segment": "franchise",
    "region": "Mid-Atlantic",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 31,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 9,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|cargo|feature_detail",
    "priority_fix": "Remove the text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-011",
    "source_pool_id": "REP-118",
    "source_url_sha256": "18b56b5b8b0bee2e3df00e24c8f82ba499fe392a3585399d2c0591271da1ceb0",
    "anonymized_dealer_id": "R02",
    "dealer_segment": "franchise",
    "region": "Mid-Atlantic",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 30,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 7,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "cluttered_background",
    "evidence_types_seen": "exterior|interior|feature_detail|visible_condition",
    "priority_fix": "Remove the 'LIKE NEW EXTRA CLEAN' sticker from the windshield.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-012",
    "source_pool_id": "REP-119",
    "source_url_sha256": "aa0b71ba119781fd22273d7f5873b87853dbfe493333e9ed56251eb43500fbf6",
    "anonymized_dealer_id": "R02",
    "dealer_segment": "franchise",
    "region": "Mid-Atlantic",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 30,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 10,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|feature_detail|visible_condition",
    "priority_fix": "Remove the dealership branding and text overlays from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-013",
    "source_pool_id": "REP-120",
    "source_url_sha256": "e4ae8c5e75f392d0bacf79764f09927cbd8dbcd9493959e1c4bf2b44c8e5e9c9",
    "anonymized_dealer_id": "R02",
    "dealer_segment": "franchise",
    "region": "Mid-Atlantic",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 31,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 9,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|cargo|feature_detail",
    "priority_fix": "Remove the '2021 SHARP' sticker from the windshield in the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-014",
    "source_pool_id": "REP-121",
    "source_url_sha256": "47a106b677f2db3fffcb7c7ac52ebfbe09b6aff35a9fc870a7fbb817e12fc3da",
    "anonymized_dealer_id": "R02",
    "dealer_segment": "franchise",
    "region": "Mid-Atlantic",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "sedan",
    "photo_count": 31,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 0,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 6,
    "score_band": "weak_4_to_6",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail|visible_condition",
    "priority_fix": "Remove the text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-015",
    "source_pool_id": "REP-122",
    "source_url_sha256": "c493e80cf0adda2b810154d71369185f06ed225edcece0c2a02b748762e0489c",
    "anonymized_dealer_id": "R02",
    "dealer_segment": "franchise",
    "region": "Mid-Atlantic",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 30,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 0,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 7,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove the text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-016",
    "source_pool_id": "REP-081",
    "source_url_sha256": "f3fc8e185e064017ea1769bb4e34035cb592a7fa228373c85738990055b77df6",
    "anonymized_dealer_id": "R03",
    "dealer_segment": "franchise",
    "region": "Northeast",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 28,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 10,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "cluttered_background",
    "evidence_types_seen": "exterior|interior|cargo|feature_detail",
    "priority_fix": "Use a less cluttered background for the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-017",
    "source_pool_id": "REP-082",
    "source_url_sha256": "848ca79a6267a9b649d6f6bfa848dda7163dc8e697b14c7bddfeb17b52dd62d8",
    "anonymized_dealer_id": "R03",
    "dealer_segment": "franchise",
    "region": "Northeast",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 27,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 9,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "cluttered_background",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Use a less cluttered background for the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-018",
    "source_pool_id": "REP-083",
    "source_url_sha256": "4f3b5fefefd6ea8938bd4825b62531836190518b4ead7dc2ed862c45ba4beb16",
    "anonymized_dealer_id": "R03",
    "dealer_segment": "franchise",
    "region": "Northeast",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 5,
    "images_visually_reviewed": 5,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 0,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 6,
    "score_band": "weak_4_to_6",
    "hero_issue_codes": "cluttered_background|harsh_glare",
    "evidence_types_seen": "exterior|interior|wheel_tire",
    "priority_fix": "Reduce glare on the vehicle and move to a less cluttered background.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-019",
    "source_pool_id": "REP-084",
    "source_url_sha256": "0bb764edae7e06677d831635d2867c66a53053eeb438c890ef3bec21b93fce40",
    "anonymized_dealer_id": "R03",
    "dealer_segment": "franchise",
    "region": "Northeast",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 27,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "cluttered_background",
    "evidence_types_seen": "exterior|interior|cargo|feature_detail",
    "priority_fix": "Improve the hero image by reducing background clutter.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-020",
    "source_pool_id": "REP-085",
    "source_url_sha256": "6ec5ef30d407f378ef3091cf313378cc788548e5ea69f4879f60ffb697795a64",
    "anonymized_dealer_id": "R03",
    "dealer_segment": "franchise",
    "region": "Northeast",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 27,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "cluttered_background",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-021",
    "source_pool_id": "REP-086",
    "source_url_sha256": "775bd31fcf7e33c4299d9033a3504d67a03046cfd8d70a78868a17797ab18674",
    "anonymized_dealer_id": "R03",
    "dealer_segment": "franchise",
    "region": "Northeast",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 6,
    "images_visually_reviewed": 6,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 0,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 6,
    "score_band": "weak_4_to_6",
    "hero_issue_codes": "cluttered_background",
    "evidence_types_seen": "exterior|interior",
    "priority_fix": "Improve the hero image by moving the vehicle to a less cluttered background.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-022",
    "source_pool_id": "REP-087",
    "source_url_sha256": "bcd93729f9c7bb1d8460335616decd8905b05064b534ba1e84bff57f5e0ae37e",
    "anonymized_dealer_id": "R03",
    "dealer_segment": "franchise",
    "region": "Northeast",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "sedan",
    "photo_count": 26,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "harsh_glare|cluttered_background",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Reshoot hero image to avoid harsh glare and cluttered background.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-023",
    "source_pool_id": "REP-076",
    "source_url_sha256": "dcf125da41d27faada60ea62f613fb81fdd76205c3e833eafbda0884f8f2fea2",
    "anonymized_dealer_id": "R04",
    "dealer_segment": "franchise",
    "region": "Pacific Northwest",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 30,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 12,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|feature_detail|visible_condition",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-024",
    "source_pool_id": "REP-077",
    "source_url_sha256": "a84196ff4e20e59dae6816aa7246b2921fe96c22511cc9581ab80ad20f2342e1",
    "anonymized_dealer_id": "R04",
    "dealer_segment": "franchise",
    "region": "Pacific Northwest",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "coupe",
    "photo_count": 5,
    "images_visually_reviewed": 5,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 0,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 6,
    "score_band": "weak_4_to_6",
    "hero_issue_codes": "cluttered_background",
    "evidence_types_seen": "exterior|interior",
    "priority_fix": "Improve hero image angle and background.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-025",
    "source_pool_id": "REP-078",
    "source_url_sha256": "981c45febdc5ea913f5a501799b1866df130b67f91836bc82b7b55c88939d058",
    "anonymized_dealer_id": "R04",
    "dealer_segment": "franchise",
    "region": "Pacific Northwest",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 34,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 12,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|wheel_tire|cargo|feature_detail",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-026",
    "source_pool_id": "REP-079",
    "source_url_sha256": "e6f181751abf0238f6d77cb7444fad9d6405ffa71294a27cc54997521458e258",
    "anonymized_dealer_id": "R04",
    "dealer_segment": "franchise",
    "region": "Pacific Northwest",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "coupe",
    "photo_count": 33,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 12,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-027",
    "source_pool_id": "REP-080",
    "source_url_sha256": "1b8045ecd229dc2e9325dc8a4cf2b9426c7bcf3518f42387628c2419cb7ee511",
    "anonymized_dealer_id": "R04",
    "dealer_segment": "franchise",
    "region": "Pacific Northwest",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 38,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 10,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "cluttered_background",
    "evidence_types_seen": "exterior|interior|odometer|feature_detail",
    "priority_fix": "Remove the dealership logo from the hero image background.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-028",
    "source_pool_id": "REP-009",
    "source_url_sha256": "9ee3ed59e28a4f2ea977f82c3154d9b5976e9aced7394acf29a352faf070efe6",
    "anonymized_dealer_id": "R05",
    "dealer_segment": "independent",
    "region": "Southeast",
    "website_platform": "DealerCenter",
    "retrieval_date": "2026-07-28",
    "body_style": "unclear",
    "photo_count": 11,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 0,
    "gallery_completeness_score_0_to_2": 0,
    "condition_proof_score_0_to_2": 0,
    "background_consistency_score_0_to_2": 0,
    "mobile_crop_score_0_to_2": 0,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 1,
    "score_band": "high_risk_0_to_3",
    "hero_issue_codes": "placeholder",
    "evidence_types_seen": "",
    "priority_fix": "Replace the hero image with one of the actual vehicle for sale.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-029",
    "source_pool_id": "REP-010",
    "source_url_sha256": "213878e3c11b7e2a0d4309b761b3410e29d3e56629d3b54bb80d70e79ca5c7f9",
    "anonymized_dealer_id": "R05",
    "dealer_segment": "independent",
    "region": "Southeast",
    "website_platform": "DealerCenter",
    "retrieval_date": "2026-07-28",
    "body_style": "unclear",
    "photo_count": 11,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 0,
    "gallery_completeness_score_0_to_2": 0,
    "condition_proof_score_0_to_2": 0,
    "background_consistency_score_0_to_2": 0,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 0,
    "total_score_0_to_12": 1,
    "score_band": "high_risk_0_to_3",
    "hero_issue_codes": "other_vehicle_obstruction",
    "evidence_types_seen": "",
    "priority_fix": "Replace the hero image with the correct vehicle.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-030",
    "source_pool_id": "REP-011",
    "source_url_sha256": "abbac7af3444b858935214f7218307b17c1da9564b417a7ae42965ea4f3b32c5",
    "anonymized_dealer_id": "R05",
    "dealer_segment": "independent",
    "region": "Southeast",
    "website_platform": "DealerCenter",
    "retrieval_date": "2026-07-28",
    "body_style": "unclear",
    "photo_count": 11,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 0,
    "gallery_completeness_score_0_to_2": 0,
    "condition_proof_score_0_to_2": 0,
    "background_consistency_score_0_to_2": 0,
    "mobile_crop_score_0_to_2": 0,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 1,
    "score_band": "high_risk_0_to_3",
    "hero_issue_codes": "placeholder",
    "evidence_types_seen": "",
    "priority_fix": "Replace the hero image with a photo of the actual vehicle for sale.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-031",
    "source_pool_id": "REP-012",
    "source_url_sha256": "53f4e1b1fa60e017fd229a2c2a81a23939a1e5568b95fb796a7d43fca3b69f52",
    "anonymized_dealer_id": "R05",
    "dealer_segment": "independent",
    "region": "Southeast",
    "website_platform": "DealerCenter",
    "retrieval_date": "2026-07-28",
    "body_style": "unclear",
    "photo_count": 11,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 0,
    "gallery_completeness_score_0_to_2": 0,
    "condition_proof_score_0_to_2": 0,
    "background_consistency_score_0_to_2": 0,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 0,
    "total_score_0_to_12": 1,
    "score_band": "high_risk_0_to_3",
    "hero_issue_codes": "other_vehicle_obstruction|text_overlay",
    "evidence_types_seen": "",
    "priority_fix": "Replace the hero image with one of the actual vehicle for sale.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-032",
    "source_pool_id": "REP-013",
    "source_url_sha256": "445909902444848232fedec46a45a3d93d63af5a740564ec862cc972b2d57499",
    "anonymized_dealer_id": "R05",
    "dealer_segment": "independent",
    "region": "Southeast",
    "website_platform": "DealerCenter",
    "retrieval_date": "2026-07-28",
    "body_style": "unclear",
    "photo_count": 11,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 0,
    "gallery_completeness_score_0_to_2": 0,
    "condition_proof_score_0_to_2": 0,
    "background_consistency_score_0_to_2": 0,
    "mobile_crop_score_0_to_2": 0,
    "visible_edit_safety_score_0_to_2": 0,
    "total_score_0_to_12": 0,
    "score_band": "high_risk_0_to_3",
    "hero_issue_codes": "placeholder",
    "evidence_types_seen": "",
    "priority_fix": "Replace all placeholder images with actual photos of the listed vehicle.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-033",
    "source_pool_id": "REP-014",
    "source_url_sha256": "419411a012fda13b9ba674fd58ce07b8d3195a30bc9944751230f31dfbf1098b",
    "anonymized_dealer_id": "R05",
    "dealer_segment": "independent",
    "region": "Southeast",
    "website_platform": "DealerCenter",
    "retrieval_date": "2026-07-28",
    "body_style": "unclear",
    "photo_count": 48,
    "images_visually_reviewed": 6,
    "hero_image_score_0_to_2": 0,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 0,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 0,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 4,
    "score_band": "weak_4_to_6",
    "hero_issue_codes": "placeholder",
    "evidence_types_seen": "",
    "priority_fix": "Replace placeholder hero image with an actual vehicle photo.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-034",
    "source_pool_id": "REP-015",
    "source_url_sha256": "9893aa3e2ce1b3ecc8867c03367289a390454f3551883b019c272c1516b2a3b9",
    "anonymized_dealer_id": "R05",
    "dealer_segment": "independent",
    "region": "Southeast",
    "website_platform": "DealerCenter",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 11,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 0,
    "gallery_completeness_score_0_to_2": 0,
    "condition_proof_score_0_to_2": 0,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 0,
    "total_score_0_to_12": 2,
    "score_band": "high_risk_0_to_3",
    "hero_issue_codes": "placeholder",
    "evidence_types_seen": "",
    "priority_fix": "Replace all placeholder images with actual photos of the listed vehicle.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-035",
    "source_pool_id": "REP-016",
    "source_url_sha256": "6960cabde07c871e72df2cb6cb3a34d1b65cd270a76b707cbfbc2dc37370c4a1",
    "anonymized_dealer_id": "R05",
    "dealer_segment": "independent",
    "region": "Southeast",
    "website_platform": "DealerCenter",
    "retrieval_date": "2026-07-28",
    "body_style": "unclear",
    "photo_count": 11,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 0,
    "gallery_completeness_score_0_to_2": 0,
    "condition_proof_score_0_to_2": 0,
    "background_consistency_score_0_to_2": 0,
    "mobile_crop_score_0_to_2": 0,
    "visible_edit_safety_score_0_to_2": 0,
    "total_score_0_to_12": 0,
    "score_band": "high_risk_0_to_3",
    "hero_issue_codes": "placeholder",
    "evidence_types_seen": "",
    "priority_fix": "Replace all images with photos of the actual vehicle for sale.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-036",
    "source_pool_id": "REP-073",
    "source_url_sha256": "0657a0d8b98f36a063aaf6299b03fdbb4c470c4dc9e1461c81d4c7206680dd65",
    "anonymized_dealer_id": "R06",
    "dealer_segment": "franchise",
    "region": "Southeast",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 33,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 9,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove the dealership overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-037",
    "source_pool_id": "REP-074",
    "source_url_sha256": "ef3ed7c6eec05e48ddd5f9fa4f7f926ffc97484f1f262cf0eac59dcdd34246db",
    "anonymized_dealer_id": "R06",
    "dealer_segment": "franchise",
    "region": "Southeast",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 22,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 7,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|feature_detail",
    "priority_fix": "Remove the dealership logo and text overlays from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-038",
    "source_pool_id": "REP-075",
    "source_url_sha256": "e24c0740e2a48aff8fdd281da1b6327010d36375436cdefe50bcd679b5d1fbf9",
    "anonymized_dealer_id": "R06",
    "dealer_segment": "franchise",
    "region": "Southeast",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 32,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 0,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 0,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 0,
    "total_score_0_to_12": 6,
    "score_band": "weak_4_to_6",
    "hero_issue_codes": "visible_edit_artifact",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Replace the hero image with an actual photo of the vehicle, not a composite.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-039",
    "source_pool_id": "REP-017",
    "source_url_sha256": "fac52886fd28ba5211d25dbb9a864c717f50a7602419ec3944f4226c495cd043",
    "anonymized_dealer_id": "R08",
    "dealer_segment": "independent",
    "region": "Midwest",
    "website_platform": "CarsForSale.com",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 34,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove the text overlays from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-040",
    "source_pool_id": "REP-018",
    "source_url_sha256": "bfaf258923d0abd88339e5257a72a9f0dedd7203f170b064442808a307dd87c8",
    "anonymized_dealer_id": "R08",
    "dealer_segment": "independent",
    "region": "Midwest",
    "website_platform": "CarsForSale.com",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 30,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove the dealership logo from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-041",
    "source_pool_id": "REP-019",
    "source_url_sha256": "4b0927c05e5b62ec9b90346f852fd30ceecfa325d423448ba25c25488ba4f494",
    "anonymized_dealer_id": "R08",
    "dealer_segment": "independent",
    "region": "Midwest",
    "website_platform": "CarsForSale.com",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 30,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 12,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|cargo|feature_detail",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-042",
    "source_pool_id": "REP-020",
    "source_url_sha256": "3a4fef4d3efe628bc38a64cc8a5287022608721271ed15ada1d52308552c0991",
    "anonymized_dealer_id": "R08",
    "dealer_segment": "independent",
    "region": "Midwest",
    "website_platform": "CarsForSale.com",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 34,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 10,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail|visible_condition",
    "priority_fix": "Remove the dealership logo overlay from all images.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-043",
    "source_pool_id": "REP-021",
    "source_url_sha256": "c6dc5129c0bb3984ee44ab39582d48866bc9bab596e7d72bed374d2d497cc560",
    "anonymized_dealer_id": "R08",
    "dealer_segment": "independent",
    "region": "Midwest",
    "website_platform": "CarsForSale.com",
    "retrieval_date": "2026-07-28",
    "body_style": "sedan",
    "photo_count": 25,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 12,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|feature_detail|visible_condition",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-044",
    "source_pool_id": "REP-022",
    "source_url_sha256": "775cdc331e0d67c036a7bbe9d8f265a8fe92d0974872fe8cb74fbb345e606e80",
    "anonymized_dealer_id": "R08",
    "dealer_segment": "independent",
    "region": "Midwest",
    "website_platform": "CarsForSale.com",
    "retrieval_date": "2026-07-28",
    "body_style": "other",
    "photo_count": 36,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 0,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 6,
    "score_band": "weak_4_to_6",
    "hero_issue_codes": "cluttered_background|text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove the text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-045",
    "source_pool_id": "REP-023",
    "source_url_sha256": "a8406ff2d2176e35e6ab68ab9b49789ed3c4660d8753fb19ef03ab1f03e88f5e",
    "anonymized_dealer_id": "R08",
    "dealer_segment": "independent",
    "region": "Midwest",
    "website_platform": "CarsForSale.com",
    "retrieval_date": "2026-07-28",
    "body_style": "sedan",
    "photo_count": 26,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 11,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|wheel_tire|feature_detail",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-046",
    "source_pool_id": "REP-024",
    "source_url_sha256": "42f152f77b0fab58038c6f673982da667a5b3196fa863ff60521e338d7d0b7c1",
    "anonymized_dealer_id": "R08",
    "dealer_segment": "independent",
    "region": "Midwest",
    "website_platform": "CarsForSale.com",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 39,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "cluttered_background|other_vehicle_obstruction|text_overlay",
    "evidence_types_seen": "exterior|interior|odometer|feature_detail",
    "priority_fix": "Remove the text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-047",
    "source_pool_id": "REP-095",
    "source_url_sha256": "87a5da63f8b4cd0cb74a144caf3dbe17507738a6b2aa009845cb53f1cb100e70",
    "anonymized_dealer_id": "R10",
    "dealer_segment": "franchise",
    "region": "Southeast",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 30,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 11,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Add images of the odometer and cargo area.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-048",
    "source_pool_id": "REP-096",
    "source_url_sha256": "91db6fcb055b097bc52bcb5136771ff3276b38234239acc90705ef7a08fa01e8",
    "anonymized_dealer_id": "R10",
    "dealer_segment": "franchise",
    "region": "Southeast",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 30,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 11,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Add images of the odometer and wheels/tires.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-049",
    "source_pool_id": "REP-097",
    "source_url_sha256": "a1f53cba9070d240696be7b631980e02c709931ab7203c960ae50f91b92c397d",
    "anonymized_dealer_id": "R10",
    "dealer_segment": "franchise",
    "region": "Southeast",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 30,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 11,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Add images of the odometer and wheels/tires.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-050",
    "source_pool_id": "REP-098",
    "source_url_sha256": "583b0daa1807376d85c82a160522f7637b937de737edc839c83a3a14a13bd48a",
    "anonymized_dealer_id": "R10",
    "dealer_segment": "franchise",
    "region": "Southeast",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 30,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 12,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|wheel_tire|feature_detail",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-051",
    "source_pool_id": "REP-099",
    "source_url_sha256": "6d39a8f337afe1b2d51c5dcfa7a1686320756c87ebc2354145188b1d7c981858",
    "anonymized_dealer_id": "R10",
    "dealer_segment": "franchise",
    "region": "Southeast",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 31,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 11,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "none",
    "evidence_types_seen": "exterior|interior|wheel_tire|feature_detail",
    "priority_fix": "Add more interior and cargo area photos.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-052",
    "source_pool_id": "REP-100",
    "source_url_sha256": "c99d9a7c128c7977fa229397bf9a449f9f07d084cd85e267073a73e1f0ec973c",
    "anonymized_dealer_id": "R10",
    "dealer_segment": "franchise",
    "region": "Southeast",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 30,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 12,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|wheel_tire|feature_detail",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-053",
    "source_pool_id": "REP-101",
    "source_url_sha256": "6a3a8bee1e44b87326770c40e13658ac9f4dad01f9c9fa1fe9e382736c3d1f57",
    "anonymized_dealer_id": "R10",
    "dealer_segment": "franchise",
    "region": "Southeast",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 26,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 12,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|wheel_tire|feature_detail",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-054",
    "source_pool_id": "REP-109",
    "source_url_sha256": "cfa1e1bdc5deef3af8907715bc9320831358586fefdff12e3fdf071c69812d67",
    "anonymized_dealer_id": "R11",
    "dealer_segment": "franchise",
    "region": "Mountain West",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 23,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 10,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "cluttered_background",
    "evidence_types_seen": "exterior|interior|odometer|feature_detail",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-055",
    "source_pool_id": "REP-110",
    "source_url_sha256": "be6c0f7ce3162717194fa62e21e8d875311f2dea22d5e75459b96e232d94454b",
    "anonymized_dealer_id": "R11",
    "dealer_segment": "franchise",
    "region": "Mountain West",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 22,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 9,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "cluttered_background",
    "evidence_types_seen": "exterior|interior|odometer|feature_detail",
    "priority_fix": "Improve the hero image by moving the vehicle to a less cluttered background.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-056",
    "source_pool_id": "REP-111",
    "source_url_sha256": "f08a65670a33a369ed68e58aae7a262dc3153dfcd3948285871ad691cb24ad22",
    "anonymized_dealer_id": "R11",
    "dealer_segment": "franchise",
    "region": "Mountain West",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 24,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 11,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|odometer|feature_detail",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-057",
    "source_pool_id": "REP-113",
    "source_url_sha256": "2715c5458cf5ba3674d115915ca8e10af97485718ba9a8fa5ffad8bae6c2a172",
    "anonymized_dealer_id": "R11",
    "dealer_segment": "franchise",
    "region": "Mountain West",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 25,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 9,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "cluttered_background",
    "evidence_types_seen": "exterior|interior|feature_detail|visible_condition",
    "priority_fix": "Improve the hero image by reducing background clutter and ensuring more breathing room around the vehicle.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-058",
    "source_pool_id": "REP-114",
    "source_url_sha256": "5a757de056277ab5fefe3c1767ce926a030984c6480ee0c6d96491154cb3dec7",
    "anonymized_dealer_id": "R11",
    "dealer_segment": "franchise",
    "region": "Mountain West",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 22,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 9,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove text overlay from hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-059",
    "source_pool_id": "REP-115",
    "source_url_sha256": "c2dab86d4d36234978a3ccba9bb6a2354566ba1464e9308c18e500971bb4f8e2",
    "anonymized_dealer_id": "R11",
    "dealer_segment": "franchise",
    "region": "Mountain West",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 9,
    "images_visually_reviewed": 7,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 0,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 5,
    "score_band": "weak_4_to_6",
    "hero_issue_codes": "cluttered_background|other_vehicle_obstruction|text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove the 'NEW ARRIVAL' overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-060",
    "source_pool_id": "REP-051",
    "source_url_sha256": "2560271fa077cd9663ff3b3243d2e973055d9866e0c01a285d38cd1a94298342",
    "anonymized_dealer_id": "R12",
    "dealer_segment": "franchise",
    "region": "Mountain West",
    "website_platform": "Dealer.com",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 59,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|feature_detail",
    "priority_fix": "Remove the large dealership logo overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-061",
    "source_pool_id": "REP-052",
    "source_url_sha256": "119c355f37ad981809574d3689e573ebeafb2c5be27d234e9dc69ec10049f019",
    "anonymized_dealer_id": "R12",
    "dealer_segment": "franchise",
    "region": "Mountain West",
    "website_platform": "Dealer.com",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 39,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 0,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 0,
    "total_score_0_to_12": 6,
    "score_band": "weak_4_to_6",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove the Mike Shaw logo from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-062",
    "source_pool_id": "REP-053",
    "source_url_sha256": "75ff1ef8fccceaa5c89387d5b98220563ac26ff2e978f5fa919f332dfaed9c89",
    "anonymized_dealer_id": "R12",
    "dealer_segment": "franchise",
    "region": "Mountain West",
    "website_platform": "Dealer.com",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 110,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 10,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Add images of the odometer, wheels/tires, and cargo area.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-063",
    "source_pool_id": "REP-054",
    "source_url_sha256": "029163489a5ff9713a9d273f9f37f188e4754d1f179984d0741c7c67a01cccf9",
    "anonymized_dealer_id": "R12",
    "dealer_segment": "franchise",
    "region": "Mountain West",
    "website_platform": "Dealer.com",
    "retrieval_date": "2026-07-28",
    "body_style": "wagon",
    "photo_count": 90,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove the dealership logo from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-064",
    "source_pool_id": "REP-055",
    "source_url_sha256": "52c7ae4e8ddb56a81e140428be8847bacac0815d2a924768271fc8b2ed3adaf0",
    "anonymized_dealer_id": "R12",
    "dealer_segment": "franchise",
    "region": "Mountain West",
    "website_platform": "Dealer.com",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 87,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 10,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Add images of the odometer and all four wheels/tires.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-065",
    "source_pool_id": "REP-061",
    "source_url_sha256": "549389ff7d8ed976b7dfa9e890f020b66bd0666027c5126374a25121377473eb",
    "anonymized_dealer_id": "R13",
    "dealer_segment": "franchise",
    "region": "Midwest",
    "website_platform": "Dealer.com",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 62,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 0,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 7,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|odometer|feature_detail",
    "priority_fix": "Remove the text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-066",
    "source_pool_id": "REP-062",
    "source_url_sha256": "9531bcf8c1c1f4fdfd46ced757a0f6d3a63b99655cd6609b32071becbd52e75c",
    "anonymized_dealer_id": "R13",
    "dealer_segment": "franchise",
    "region": "Midwest",
    "website_platform": "Dealer.com",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 62,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 9,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|odometer|wheel_tire|feature_detail",
    "priority_fix": "Remove the text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-067",
    "source_pool_id": "REP-063",
    "source_url_sha256": "45e061657093a2b2b6a41ffcc99642e68e97860602f0f4b128fd1de4df820558",
    "anonymized_dealer_id": "R13",
    "dealer_segment": "franchise",
    "region": "Midwest",
    "website_platform": "Dealer.com",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 62,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 0,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay|tight_crop",
    "evidence_types_seen": "exterior|interior|odometer|feature_detail",
    "priority_fix": "Reshoot the hero image with more breathing room around the vehicle and without the text overlay.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-068",
    "source_pool_id": "REP-064",
    "source_url_sha256": "0e853d1b25b675059daa4ff5fd8fa82f273b2a6cc02701465d0e92f95c65c911",
    "anonymized_dealer_id": "R13",
    "dealer_segment": "franchise",
    "region": "Midwest",
    "website_platform": "Dealer.com",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 74,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 0,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 7,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|cargo|feature_detail",
    "priority_fix": "Remove text overlays from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-069",
    "source_pool_id": "REP-065",
    "source_url_sha256": "3adb827131de0d638f616ffd77d709622c4c3b4ab5f2286fde80c923cf82274c",
    "anonymized_dealer_id": "R13",
    "dealer_segment": "franchise",
    "region": "Midwest",
    "website_platform": "Dealer.com",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 70,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove the text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-070",
    "source_pool_id": "REP-001",
    "source_url_sha256": "25628003bbf3546db8d3fe5c109f711522adcc580dfa1979e24f1ae1ebe04e60",
    "anonymized_dealer_id": "R14",
    "dealer_segment": "independent",
    "region": "West",
    "website_platform": "AutoManager",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 19,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 1,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 10,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|odometer|feature_detail",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-071",
    "source_pool_id": "REP-002",
    "source_url_sha256": "88eb8bcb5aee3a834253aabe776a1d19aeff513a1d69ec9a0c3f3603478eed9d",
    "anonymized_dealer_id": "R14",
    "dealer_segment": "independent",
    "region": "West",
    "website_platform": "AutoManager",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 46,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 9,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "harsh_glare",
    "evidence_types_seen": "exterior|interior|wheel_tire|feature_detail",
    "priority_fix": "Reduce glare on the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-072",
    "source_pool_id": "REP-003",
    "source_url_sha256": "602c5e0e601f138da6dca01ea0b0621e6520d8f83eb829b46be72f21f7e48377",
    "anonymized_dealer_id": "R14",
    "dealer_segment": "independent",
    "region": "West",
    "website_platform": "AutoManager",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 58,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "cluttered_background",
    "evidence_types_seen": "exterior|interior|cargo|feature_detail",
    "priority_fix": "Improve hero image background to be less cluttered.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-073",
    "source_pool_id": "REP-004",
    "source_url_sha256": "4396beb0e91259a3c46da8f856891f83a290652b89e478bf8442b973d1f34ab3",
    "anonymized_dealer_id": "R14",
    "dealer_segment": "independent",
    "region": "West",
    "website_platform": "AutoManager",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 54,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "cluttered_background",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Improve the hero image by reducing background clutter and ensuring more breathing room around the vehicle.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-074",
    "source_pool_id": "REP-005",
    "source_url_sha256": "7743f21b4692c3bc072da35fb6df5a55bac910901fa2bd8391fda4a55996397e",
    "anonymized_dealer_id": "R14",
    "dealer_segment": "independent",
    "region": "West",
    "website_platform": "AutoManager",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 58,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 9,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "tight_crop",
    "evidence_types_seen": "exterior|interior|wheel_tire|cargo|feature_detail",
    "priority_fix": "Widen the hero shot to provide more breathing room around the vehicle.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-075",
    "source_pool_id": "REP-006",
    "source_url_sha256": "e25cc583d8b385f9564b59cb411c0f699911cff1dcc847ca8c932c11510aeed3",
    "anonymized_dealer_id": "R14",
    "dealer_segment": "independent",
    "region": "West",
    "website_platform": "AutoManager",
    "retrieval_date": "2026-07-28",
    "body_style": "sedan",
    "photo_count": 48,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "harsh_glare",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Reduce glare on the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-076",
    "source_pool_id": "REP-007",
    "source_url_sha256": "323a2f66ecfeadfe76fc8485dd8dadeb1ca201f0f1dc9d93409f02749a3161b8",
    "anonymized_dealer_id": "R14",
    "dealer_segment": "independent",
    "region": "West",
    "website_platform": "AutoManager",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 54,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 9,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|cargo",
    "priority_fix": "Improve the hero image angle and background.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-077",
    "source_pool_id": "REP-008",
    "source_url_sha256": "49da0dfdf39d4c4640e373da84ec01d606d865da40d2548d7e09d923453e1f59",
    "anonymized_dealer_id": "R14",
    "dealer_segment": "independent",
    "region": "West",
    "website_platform": "AutoManager",
    "retrieval_date": "2026-07-28",
    "body_style": "wagon",
    "photo_count": 52,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 10,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Add images of the odometer and wheels/tires.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-078",
    "source_pool_id": "REP-056",
    "source_url_sha256": "088de42584a131c4f0d8b49b1fe32282a35ea1788db4f1274a4e81c5f0ca6719",
    "anonymized_dealer_id": "R15",
    "dealer_segment": "franchise",
    "region": "Mountain West",
    "website_platform": "Dealer.com",
    "retrieval_date": "2026-07-28",
    "body_style": "unclear",
    "photo_count": 7,
    "images_visually_reviewed": 7,
    "hero_image_score_0_to_2": 0,
    "gallery_completeness_score_0_to_2": 0,
    "condition_proof_score_0_to_2": 0,
    "background_consistency_score_0_to_2": 0,
    "mobile_crop_score_0_to_2": 0,
    "visible_edit_safety_score_0_to_2": 0,
    "total_score_0_to_12": 0,
    "score_band": "high_risk_0_to_3",
    "hero_issue_codes": "placeholder",
    "evidence_types_seen": "",
    "priority_fix": "Replace all placeholder images with actual vehicle photos.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-079",
    "source_pool_id": "REP-057",
    "source_url_sha256": "ddb3b9be1c9f2ad974e98f679aee76ca9cf5d35a397d87c5fe450bac0da020c0",
    "anonymized_dealer_id": "R15",
    "dealer_segment": "franchise",
    "region": "Mountain West",
    "website_platform": "Dealer.com",
    "retrieval_date": "2026-07-28",
    "body_style": "unclear",
    "photo_count": 7,
    "images_visually_reviewed": 7,
    "hero_image_score_0_to_2": 0,
    "gallery_completeness_score_0_to_2": 0,
    "condition_proof_score_0_to_2": 0,
    "background_consistency_score_0_to_2": 0,
    "mobile_crop_score_0_to_2": 0,
    "visible_edit_safety_score_0_to_2": 0,
    "total_score_0_to_12": 0,
    "score_band": "high_risk_0_to_3",
    "hero_issue_codes": "placeholder",
    "evidence_types_seen": "",
    "priority_fix": "Replace all placeholder images with actual photos of the vehicle for sale.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-080",
    "source_pool_id": "REP-058",
    "source_url_sha256": "d5a9a79ab00975cd8a4e10c7812b2ce7b7d74b5019829725ab75614b693b943f",
    "anonymized_dealer_id": "R15",
    "dealer_segment": "franchise",
    "region": "Mountain West",
    "website_platform": "Dealer.com",
    "retrieval_date": "2026-07-28",
    "body_style": "unclear",
    "photo_count": 7,
    "images_visually_reviewed": 7,
    "hero_image_score_0_to_2": 0,
    "gallery_completeness_score_0_to_2": 0,
    "condition_proof_score_0_to_2": 0,
    "background_consistency_score_0_to_2": 0,
    "mobile_crop_score_0_to_2": 0,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 1,
    "score_band": "high_risk_0_to_3",
    "hero_issue_codes": "placeholder",
    "evidence_types_seen": "",
    "priority_fix": "Replace all placeholder images with actual photos of the vehicle for sale.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-081",
    "source_pool_id": "REP-059",
    "source_url_sha256": "8b580e2267426d8459064e9bb6eb65be9f176abcf705c1187165f30d6e840f7d",
    "anonymized_dealer_id": "R15",
    "dealer_segment": "franchise",
    "region": "Mountain West",
    "website_platform": "Dealer.com",
    "retrieval_date": "2026-07-28",
    "body_style": "wagon",
    "photo_count": 68,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 7,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove the large text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-082",
    "source_pool_id": "REP-060",
    "source_url_sha256": "1645896fb8cca5a21fd23b3c061372ead67729f69d2c57c39bf8d90169702262",
    "anonymized_dealer_id": "R15",
    "dealer_segment": "franchise",
    "region": "Mountain West",
    "website_platform": "Dealer.com",
    "retrieval_date": "2026-07-28",
    "body_style": "unclear",
    "photo_count": 7,
    "images_visually_reviewed": 7,
    "hero_image_score_0_to_2": 0,
    "gallery_completeness_score_0_to_2": 0,
    "condition_proof_score_0_to_2": 0,
    "background_consistency_score_0_to_2": 0,
    "mobile_crop_score_0_to_2": 0,
    "visible_edit_safety_score_0_to_2": 0,
    "total_score_0_to_12": 0,
    "score_band": "high_risk_0_to_3",
    "hero_issue_codes": "placeholder",
    "evidence_types_seen": "",
    "priority_fix": "Replace all placeholder images with actual photos of the vehicle for sale.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-083",
    "source_pool_id": "REP-102",
    "source_url_sha256": "a03a1e94fc9fcdc580ef1317e96b6f380a49ced7a73da3c95c007bf76faa9624",
    "anonymized_dealer_id": "R16",
    "dealer_segment": "franchise",
    "region": "Midwest",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 43,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove the text overlays from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-084",
    "source_pool_id": "REP-103",
    "source_url_sha256": "a51eec1c53bb3f29543a66fe7ed31828a3afef0b61a823624316e40e2ca111f6",
    "anonymized_dealer_id": "R16",
    "dealer_segment": "franchise",
    "region": "Midwest",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 42,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|odometer|feature_detail",
    "priority_fix": "Remove text overlays from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-085",
    "source_pool_id": "REP-104",
    "source_url_sha256": "c4c2dc8e8a7c612e6f02159164db3d1c0f45aebceeb8fc99b7670984db280c4c",
    "anonymized_dealer_id": "R16",
    "dealer_segment": "franchise",
    "region": "Midwest",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "van",
    "photo_count": 24,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 0,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 0,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 0,
    "total_score_0_to_12": 5,
    "score_band": "weak_4_to_6",
    "hero_issue_codes": "text_overlay|visible_edit_artifact",
    "evidence_types_seen": "exterior|interior|odometer|cargo|feature_detail",
    "priority_fix": "Remove all text overlays and dealership branding from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-086",
    "source_pool_id": "REP-105",
    "source_url_sha256": "365b2b82e5a62b314f16ff4f34d0175920646a2b3d9ccffe92d0f1206d864774",
    "anonymized_dealer_id": "R16",
    "dealer_segment": "franchise",
    "region": "Midwest",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "sedan",
    "photo_count": 42,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove text overlays from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-087",
    "source_pool_id": "REP-106",
    "source_url_sha256": "8d8c4009d3fa24fa8d5ccb83f102fe18b25250c1c5cf936596f82d87d5bb9d90",
    "anonymized_dealer_id": "R16",
    "dealer_segment": "franchise",
    "region": "Midwest",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 44,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 7,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove text overlays from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-088",
    "source_pool_id": "REP-107",
    "source_url_sha256": "23fc2a021ef728f28f36b7f3518eb54116b5fbc47821957e45289d41916ba001",
    "anonymized_dealer_id": "R16",
    "dealer_segment": "franchise",
    "region": "Midwest",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 40,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 10,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail|visible_condition",
    "priority_fix": "Remove text overlays from hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-089",
    "source_pool_id": "REP-108",
    "source_url_sha256": "b422a32430e5c29b2fcbeafb49430fd8e20defb0f97d33d211b62b8dc94da053",
    "anonymized_dealer_id": "R16",
    "dealer_segment": "franchise",
    "region": "Midwest",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 28,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 0,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 0,
    "total_score_0_to_12": 6,
    "score_band": "weak_4_to_6",
    "hero_issue_codes": "text_overlay|visible_edit_artifact",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove all text overlays and watermarks from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-090",
    "source_pool_id": "REP-088",
    "source_url_sha256": "b9fb25d3157f330855623ec360b85edabb5b7e2aaf67571c94827a6056a0c416",
    "anonymized_dealer_id": "R17",
    "dealer_segment": "franchise",
    "region": "South Central",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "sedan",
    "photo_count": 25,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 12,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|wheel_tire|cargo|feature_detail",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-091",
    "source_pool_id": "REP-089",
    "source_url_sha256": "cf7abbb5be58d13a20c1f604cbc56f946c6e45223cf7e38f89e0831f23d6b0ed",
    "anonymized_dealer_id": "R17",
    "dealer_segment": "franchise",
    "region": "South Central",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 35,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 11,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|feature_detail|wheel_tire",
    "priority_fix": "Add images of the cargo area and odometer.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-092",
    "source_pool_id": "REP-090",
    "source_url_sha256": "1bfbe5636c2f680250658d9a6ce9622b87c4e092126b6c2dbbbdf2bb2ab8c2df",
    "anonymized_dealer_id": "R17",
    "dealer_segment": "franchise",
    "region": "South Central",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 31,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 11,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-093",
    "source_pool_id": "REP-091",
    "source_url_sha256": "06ea5905c40d4b59fa507b4ee9f46b75d37ad37e22e734290937cdb5cbb85edc",
    "anonymized_dealer_id": "R17",
    "dealer_segment": "franchise",
    "region": "South Central",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 30,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 10,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|feature_detail|visible_condition",
    "priority_fix": "Review the consistency of reflections and shadows in the studio background.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-094",
    "source_pool_id": "REP-092",
    "source_url_sha256": "3ad68a9f7033f24cba7d9c95c77956bc5f62ab92a32eb2b6ffa7003f16c8333a",
    "anonymized_dealer_id": "R17",
    "dealer_segment": "franchise",
    "region": "South Central",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 20,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 11,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|wheel_tire|feature_detail",
    "priority_fix": "Add an image of the odometer.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-095",
    "source_pool_id": "REP-093",
    "source_url_sha256": "4575d94bed52af176d3cfc58f2644f0b95a771537289f1cfc0a6520d94a53d34",
    "anonymized_dealer_id": "R17",
    "dealer_segment": "franchise",
    "region": "South Central",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 25,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 2,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 10,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|cargo|feature_detail|wheel_tire",
    "priority_fix": "Ensure consistent background across all exterior shots.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-096",
    "source_pool_id": "REP-094",
    "source_url_sha256": "e75dbf9d7e34a5039b6c0bea9762b50c93bec8a5732a3306d659fb09c301f8f4",
    "anonymized_dealer_id": "R17",
    "dealer_segment": "franchise",
    "region": "South Central",
    "website_platform": "DealerOn",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 30,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 9,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove the 'CALL TODAY' text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-097",
    "source_pool_id": "REP-066",
    "source_url_sha256": "1a00eda0c3b2eaf112d88520af1a0acbc7a85c438f07966c5b08c66cb3e78b46",
    "anonymized_dealer_id": "R18",
    "dealer_segment": "franchise",
    "region": "West",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "sedan",
    "photo_count": 28,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 9,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|odometer|feature_detail",
    "priority_fix": "none",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-098",
    "source_pool_id": "REP-067",
    "source_url_sha256": "b15f2cb194e58381f9a05213db9ed5f38848c42d7b3918ff1cb74081746d0fbf",
    "anonymized_dealer_id": "R18",
    "dealer_segment": "franchise",
    "region": "West",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 33,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|cargo|feature_detail",
    "priority_fix": "Remove the text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-099",
    "source_pool_id": "REP-068",
    "source_url_sha256": "2a4f38c919bcc19dd2a9431810d7757826c53a0a6bbcc382561bc5a379c0face",
    "anonymized_dealer_id": "R18",
    "dealer_segment": "franchise",
    "region": "West",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "sedan",
    "photo_count": 32,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 11,
    "score_band": "strong_10_to_12",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|cargo|feature_detail",
    "priority_fix": "Remove the text overlays from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-100",
    "source_pool_id": "REP-069",
    "source_url_sha256": "423e05a0d10c49be1ae6334d47fa82ae73a0f1ccfa56c8355b7759546e93ea6f",
    "anonymized_dealer_id": "R18",
    "dealer_segment": "franchise",
    "region": "West",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 32,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|cargo|feature_detail",
    "priority_fix": "Remove the text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-101",
    "source_pool_id": "REP-070",
    "source_url_sha256": "92bfc431d2d685ac71261a3a90a03eb238e19041fda8659b8af4e101b550b9fa",
    "anonymized_dealer_id": "R18",
    "dealer_segment": "franchise",
    "region": "West",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 31,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 2,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 9,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove the text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-102",
    "source_pool_id": "REP-071",
    "source_url_sha256": "8debb9b4963c1b09e2f698752c0e244226b1141108faf6c191641119701fddc9",
    "anonymized_dealer_id": "R18",
    "dealer_segment": "franchise",
    "region": "West",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "sedan",
    "photo_count": 32,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "",
    "evidence_types_seen": "exterior|interior|cargo|feature_detail",
    "priority_fix": "Remove the dealership branding from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-103",
    "source_pool_id": "REP-072",
    "source_url_sha256": "0142be02a553230a3c8e782487b3069c5c3b2b6967570c0f50fe2ae78d524a59",
    "anonymized_dealer_id": "R18",
    "dealer_segment": "franchise",
    "region": "West",
    "website_platform": "Dealer Inspire/Cars Commerce",
    "retrieval_date": "2026-07-28",
    "body_style": "sedan",
    "photo_count": 33,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 0,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|cargo|feature_detail",
    "priority_fix": "Remove the text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-104",
    "source_pool_id": "REP-025",
    "source_url_sha256": "3d467987846a46d52b796a8684439f45324c05fcd45f92b91c97cf87c1547275",
    "anonymized_dealer_id": "R19",
    "dealer_segment": "independent",
    "region": "Southwest",
    "website_platform": "Overfuel",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 31,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "harsh_glare",
    "evidence_types_seen": "exterior|interior|feature_detail|visible_condition",
    "priority_fix": "Reduce glare on the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-105",
    "source_pool_id": "REP-026",
    "source_url_sha256": "7fe45c2345c86d93110a3a328e5725297125bee212726de52b4b1e6bba862953",
    "anonymized_dealer_id": "R19",
    "dealer_segment": "independent",
    "region": "Southwest",
    "website_platform": "Overfuel",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 26,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 9,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|wheel_tire|feature_detail|visible_condition",
    "priority_fix": "Remove the '15' overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-106",
    "source_pool_id": "REP-027",
    "source_url_sha256": "357cdece30ee5363b2af8fecd76df2a0604dfa13ae02a59a21f2ebf5dfad2eb1",
    "anonymized_dealer_id": "R19",
    "dealer_segment": "independent",
    "region": "Southwest",
    "website_platform": "Overfuel",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 22,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|wheel_tire|feature_detail",
    "priority_fix": "Remove the text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-107",
    "source_pool_id": "REP-028",
    "source_url_sha256": "82971707086475504ae8d2bf77235edc71069bb561c178fb87752c551ad007ba",
    "anonymized_dealer_id": "R19",
    "dealer_segment": "independent",
    "region": "Southwest",
    "website_platform": "Overfuel",
    "retrieval_date": "2026-07-28",
    "body_style": "wagon",
    "photo_count": 25,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay|visible_edit_artifact",
    "evidence_types_seen": "exterior|interior|odometer|cargo|feature_detail",
    "priority_fix": "Remove the text overlay and visible edit artifacts from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-108",
    "source_pool_id": "REP-029",
    "source_url_sha256": "ff7c0000732fe39b9c0164d7a6e973674bd81177ebf5c79962b55f4e2b230537",
    "anonymized_dealer_id": "R19",
    "dealer_segment": "independent",
    "region": "Southwest",
    "website_platform": "Overfuel",
    "retrieval_date": "2026-07-28",
    "body_style": "truck",
    "photo_count": 24,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 2,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|wheel_tire|feature_detail",
    "priority_fix": "Remove the text overlays from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-109",
    "source_pool_id": "REP-030",
    "source_url_sha256": "068f7b56342c0b311b7c4c55bc8debf0578078ee4547f441468da7fa5732e64e",
    "anonymized_dealer_id": "R19",
    "dealer_segment": "independent",
    "region": "Southwest",
    "website_platform": "Overfuel",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 25,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 8,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "cluttered_background",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Improve the hero image background to be less distracting.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-110",
    "source_pool_id": "REP-031",
    "source_url_sha256": "a30c3c79624b15af1a188db66613102cf574029b8d512af695aaf65af6fd60f5",
    "anonymized_dealer_id": "R19",
    "dealer_segment": "independent",
    "region": "Southwest",
    "website_platform": "Overfuel",
    "retrieval_date": "2026-07-28",
    "body_style": "suv",
    "photo_count": 24,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 2,
    "condition_proof_score_0_to_2": 1,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 0,
    "visible_edit_safety_score_0_to_2": 2,
    "total_score_0_to_12": 7,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|feature_detail",
    "priority_fix": "Remove the text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  },
  {
    "sample_id": "REP-VDP-111",
    "source_pool_id": "REP-032",
    "source_url_sha256": "b03f8a23e36099de903ba0a2328aaa79ab371007370393b1a86f0fd024b972ff",
    "anonymized_dealer_id": "R19",
    "dealer_segment": "independent",
    "region": "Southwest",
    "website_platform": "Overfuel",
    "retrieval_date": "2026-07-28",
    "body_style": "coupe",
    "photo_count": 16,
    "images_visually_reviewed": 8,
    "hero_image_score_0_to_2": 1,
    "gallery_completeness_score_0_to_2": 1,
    "condition_proof_score_0_to_2": 2,
    "background_consistency_score_0_to_2": 1,
    "mobile_crop_score_0_to_2": 1,
    "visible_edit_safety_score_0_to_2": 1,
    "total_score_0_to_12": 7,
    "score_band": "usable_7_to_9",
    "hero_issue_codes": "text_overlay",
    "evidence_types_seen": "exterior|interior|wheel_tire|feature_detail",
    "priority_fix": "Remove the text overlay from the hero image.",
    "rubric_version": "v1.0-2026-07-28",
    "release_version": "v1.1-replication-2026-07-28",
    "review_method": "deterministic_count_plus_google/gemini-2.5-flash"
  }
]