| creed present | no |
| serial or style number present | no |
| coach wordmark present | no |
| turnlock present | no |
| hangtag present | no |
| creed text | not_visible |
| serial or style number | not_visible |
| hardware description | photo 1: silver-tone rectangular handle attachments, zipper hardware, and black edge binding; no turnlock or Coach engraving visible. |
| leather description | photo 1: seller states vegan leather; photos show a pebbled synthetic-looking red material rather than glove-tanned leather. |
| lining description | photo 6: dark brown/charcoal fabric lining with a zip pocket and slip pocket; no visible creed or Coach label. |
| strap construction | photos 1 and 5: two fixed rolled handles, still wrapped in protective plastic; no detachable shoulder strap visible. |
| stitching description | photos 1 and 5: visible machine stitching follows the scalloped trim and perimeter; construction appears modern and mass-produced. |
{
"is_handbag_probability": 0.99,
"coach_probability": 0.015,
"vintage_probability": 0.015,
"authenticity_confidence": 0.015,
"image_quality_score": 0.84,
"seller_misidentification_probability": 0.025,
"confidence": 0.92,
"recommended_max_bid": 6.5,
"estimated_resale_low": 5,
"estimated_resale_high": 22.5,
"possible_models": [],
"positive_evidence": [],
"negative_evidence": [
"photo 1: seller identifies the material as vegan leather; Coach vintage classics are leather, not vegan material.",
"photo 1: the bag has a modern retail presentation with protective plastic on the handles and a paper inventory tag.",
"photo 1: no Coach wordmark, horse-and-carriage, leather hangtag, or other visible Coach identifier.",
"photo 1: bright silver-tone hardware and a decorative scalloped tote design do not match the typical solid-brass construction of vintage Coach classics.",
"photo 6: the interior is fabric-lined, with no visible Coach creed patch or fabric Coach label.",
"photo 5: the bottom and edges show synthetic-looking construction with black edge binding rather than vintage glove-tanned leather.",
"photo 1: seller title states 'Vegan Leather' - faux\/PU material excludes vintage Coach glove-tanned leather",
"photo 1, photo 2: bright red pebbled faux leather with black edge paint and scalloped overlay - no Coach catalog silhouette uses this design",
"photo 1, photo 2, photo 4: silver-tone flat buckle hardware, not solid brass vintage Coach hardware",
"photo 5: dark brown\/black polyester fabric lining with zip pocket, not unlined suede-back glove-tanned interior",
"photo 1, photo 2: new with plastic wrap on handles and generic white paper price tag 'F1028# LT.RED' - modern fast-fashion new-in-box presentation",
"photo 1-5: no creed patch, no COACH wordmark, no horse-and-carriage, no leather hangtag visible"
],
"missing_information": [
"A close, straight-on photograph of the interior wall and all pockets, although the available interior view shows no visible creed.",
"A close-up of the paper tag and any interior labels, if present.",
"Seller-stated dimensions and confirmation of the material composition.",
"No creed patch or Coach identifier visible in any view; no further Coach-specific photos needed as materials already exclude Coach"
],
"authenticity_concerns": [
"The visible synthetic\/vegan construction, modern lining, silver-tone hardware, and absence of Coach identifiers are strongly inconsistent with a vintage Coach handbag.",
"The paper tag appears generic and does not function as a Coach hangtag or serial identifier."
],
"possible_model_reasoning": [
"The structured red scalloped-edge tote silhouette is a generic modern handbag design, not a recognizable vintage Coach catalog model.",
"photo 1 and listing title: NWT vegan-leather presentation supports a modern non-Coach classification.",
"Condition: New\/NWT based on protective wrapping and retail tag; interior is visible but the bag's exact completeness and odor cannot be assessed from photos.",
"No Coach model matches: scalloped-edge vegan tote with silver hardware and fabric lining is inconsistent with all vintage Coach glove-tanned classics and modern leather lines",
"Condition: New with tags - plastic on handles, paper tag attached, no wear visible in photos 1-4"
],
"estimated_era": "modern (2000s+), non-Coach",
"observed_features": {
"creed_present": false,
"serial_or_style_number_present": false,
"coach_wordmark_present": false,
"turnlock_present": false,
"hangtag_present": false,
"creed_text": "not_visible",
"serial_or_style_number": "not_visible",
"hardware_description": "photo 1: silver-tone rectangular handle attachments, zipper hardware, and black edge binding; no turnlock or Coach engraving visible.",
"leather_description": "photo 1: seller states vegan leather; photos show a pebbled synthetic-looking red material rather than glove-tanned leather.",
"lining_description": "photo 6: dark brown\/charcoal fabric lining with a zip pocket and slip pocket; no visible creed or Coach label.",
"strap_construction": "photos 1 and 5: two fixed rolled handles, still wrapped in protective plastic; no detachable shoulder strap visible.",
"stitching_description": "photos 1 and 5: visible machine stitching follows the scalloped trim and perimeter; construction appears modern and mass-produced."
},
"ensemble_agreement": "HIGH",
"ensemble_variance": 0.0003,
"ensemble_members": [
{
"model_name": "openai:gpt-5.6-luna",
"result": {
"is_handbag_probability": 0.99,
"coach_probability": 0.01,
"vintage_probability": 0.01,
"authenticity_confidence": 0.01,
"image_quality_score": 0.88,
"seller_misidentification_probability": 0.03,
"estimated_era": "modern (2000s+), non-Coach",
"possible_models": [],
"positive_evidence": [],
"negative_evidence": [
"photo 1: seller identifies the material as vegan leather; Coach vintage classics are leather, not vegan material.",
"photo 1: the bag has a modern retail presentation with protective plastic on the handles and a paper inventory tag.",
"photo 1: no Coach wordmark, horse-and-carriage, leather hangtag, or other visible Coach identifier.",
"photo 1: bright silver-tone hardware and a decorative scalloped tote design do not match the typical solid-brass construction of vintage Coach classics.",
"photo 6: the interior is fabric-lined, with no visible Coach creed patch or fabric Coach label.",
"photo 5: the bottom and edges show synthetic-looking construction with black edge binding rather than vintage glove-tanned leather."
],
"missing_information": [
"A close, straight-on photograph of the interior wall and all pockets, although the available interior view shows no visible creed.",
"A close-up of the paper tag and any interior labels, if present.",
"Seller-stated dimensions and confirmation of the material composition."
],
"authenticity_concerns": [
"The visible synthetic\/vegan construction, modern lining, silver-tone hardware, and absence of Coach identifiers are strongly inconsistent with a vintage Coach handbag.",
"The paper tag appears generic and does not function as a Coach hangtag or serial identifier."
],
"observed_features": {
"creed_present": false,
"creed_text": "not_visible",
"serial_or_style_number_present": false,
"serial_or_style_number": "not_visible",
"coach_wordmark_present": false,
"turnlock_present": false,
"hangtag_present": false,
"hardware_description": "photo 1: silver-tone rectangular handle attachments, zipper hardware, and black edge binding; no turnlock or Coach engraving visible.",
"leather_description": "photo 1: seller states vegan leather; photos show a pebbled synthetic-looking red material rather than glove-tanned leather.",
"lining_description": "photo 6: dark brown\/charcoal fabric lining with a zip pocket and slip pocket; no visible creed or Coach label.",
"strap_construction": "photos 1 and 5: two fixed rolled handles, still wrapped in protective plastic; no detachable shoulder strap visible.",
"stitching_description": "photos 1 and 5: visible machine stitching follows the scalloped trim and perimeter; construction appears modern and mass-produced."
},
"possible_model_reasoning": [
"The structured red scalloped-edge tote silhouette is a generic modern handbag design, not a recognizable vintage Coach catalog model.",
"photo 1 and listing title: NWT vegan-leather presentation supports a modern non-Coach classification.",
"Condition: New\/NWT based on protective wrapping and retail tag; interior is visible but the bag's exact completeness and odor cannot be assessed from photos."
],
"confidence": 0.94,
"recommended_max_bid": 5,
"estimated_resale_low": 5,
"estimated_resale_high": 25
}
},
{
"model_name": "meta:muse-spark-1.3-contributor",
"result": {
"authenticity_concerns": [],
"authenticity_confidence": 0.02,
"coach_probability": 0.02,
"confidence": 0.9,
"estimated_era": "modern (2000s+), non-Coach",
"estimated_resale_high": 20,
"estimated_resale_low": 5,
"image_quality_score": 0.8,
"is_handbag_probability": 0.99,
"missing_information": [
"No creed patch or Coach identifier visible in any view; no further Coach-specific photos needed as materials already exclude Coach"
],
"negative_evidence": [
"photo 1: seller title states 'Vegan Leather' - faux\/PU material excludes vintage Coach glove-tanned leather",
"photo 1, photo 2: bright red pebbled faux leather with black edge paint and scalloped overlay - no Coach catalog silhouette uses this design",
"photo 1, photo 2, photo 4: silver-tone flat buckle hardware, not solid brass vintage Coach hardware",
"photo 5: dark brown\/black polyester fabric lining with zip pocket, not unlined suede-back glove-tanned interior",
"photo 1, photo 2: new with plastic wrap on handles and generic white paper price tag 'F1028# LT.RED' - modern fast-fashion new-in-box presentation",
"photo 1-5: no creed patch, no COACH wordmark, no horse-and-carriage, no leather hangtag visible"
],
"observed_features": {
"coach_wordmark_present": false,
"creed_present": false,
"creed_text": "not_visible",
"hangtag_present": false,
"hardware_description": "silver-tone flat rectangular buckle\/loop handle attachments, red zipper with silver pull; bright plated, not solid brass; no COACH stamping visible",
"leather_description": "bright red pebbled-grain vegan\/PU faux leather with sheen and black edge trim, scalloped front overlay panel",
"lining_description": "dark brown\/black woven fabric lining with interior zip pocket and slip pocket, visible in photo 5",
"serial_or_style_number": "not_visible",
"serial_or_style_number_present": false,
"stitching_description": "even machine stitching in matching red thread along scallop and edges, black binding visible",
"strap_construction": "two fixed rolled top handles attached with silver-tone metal loops, wrapped in plastic; no detachable strap, no dogleash clips, no buckle adjustment",
"turnlock_present": false
},
"positive_evidence": [],
"possible_model_reasoning": [
"No Coach model matches: scalloped-edge vegan tote with silver hardware and fabric lining is inconsistent with all vintage Coach glove-tanned classics and modern leather lines",
"Condition: New with tags - plastic on handles, paper tag attached, no wear visible in photos 1-4"
],
"possible_models": [],
"recommended_max_bid": 8,
"seller_misidentification_probability": 0.02,
"vintage_probability": 0.02
}
}
],
"_usage": [
{
"model_name": "openai:gpt-5.6-luna",
"input_tokens": 26374,
"output_tokens": 813,
"total_tokens": 27187,
"estimated_cost_usd": 0.012501
},
{
"model_name": "meta:muse-spark-1.3-contributor",
"input_tokens": 27577,
"output_tokens": 1160,
"total_tokens": 28737,
"estimated_cost_usd": 0.006443
}
]
}
This is a model-generated estimate, not an observed market/sold price. Treat it as a rough guide only.
Nearest-perceptual-hash comparison against a small curated library of known vintage Coach models (data/coach-reference/) -- a coarse mechanical signal, not authentication.
No reference matches yet.