| 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: gold-tone chain and lobster-style clips are visible; no Coach engraving is legible. No turnlock or vintage-style brass closure is present. |
| leather description | photo 3: material is explicitly labeled PU leather; the surface appears smooth and synthetic rather than glove-tanned natural leather. |
| lining description | photo 4: patterned synthetic-looking lining with card slots and a zippered pocket is shown. |
| strap construction | photos 1-2: detachable narrow synthetic-leather shoulder strap with metal clips; promotional images also show a detachable chain strap. |
| stitching description | photos 1-3: visible perimeter stitching appears regular and machine-made; no distinctive vintage Coach construction can be established. |
{
"is_handbag_probability": 0.99,
"coach_probability": 0.01,
"vintage_probability": 0.015,
"authenticity_confidence": 0.015,
"image_quality_score": 0.865,
"seller_misidentification_probability": 0.07,
"confidence": 0.94,
"recommended_max_bid": 7.5,
"estimated_resale_low": 5,
"estimated_resale_high": 22.5,
"possible_models": [],
"positive_evidence": [],
"negative_evidence": [
"photo 1: product image shows an unbranded modern hobo\/crossbody silhouette with no visible Coach wordmark, carriage, creed, or hangtag",
"photo 3: feature graphic explicitly labels the material as PU leather",
"photo 4: interior is shown with synthetic-looking patterned lining and modern card slots, inconsistent with classic vintage Coach construction",
"photo 2: product-dimension graphic and polished stock-product presentation indicate a contemporary mass-market item rather than a vintage secondhand bag",
"listing title: seller describes the item as vegan leather and identifies the brand as unbranded",
"photo 1: smooth black vegan \/ PU leather with uniform coated surface, not glove-tanned cowhide",
"photo 3 inset: labeled Pu Leather by seller graphic",
"photo 4: grey herringbone polyester fabric lining with card slots and zip pouch, not unlined suede",
"photo 1,3: bright gold-tone plated zipper, swivel clasps and chain crossbody strap, not solid brass vintage hardware",
"photo 1-6: zip-top crescent hobo silhouette with detachable straps, no turnlock, no creed patch, no hangtag, no COACH wordmark",
"photo 2,5,6: catalog-style new-product marketing images with dimension graphics, consistent with new mass-produced fast-fashion bag"
],
"missing_information": [
"A straight-on photo of any interior brand label or stamped patch, if present",
"A close-up of all hardware and zipper pulls for maker markings",
"Actual seller photographs rather than stock and promotional images",
"Condition details, including corners, strap attachment points, lining, odor, and material wear",
"No creed patch shown in any interior view (photo 4 shows interior but no stamped leather patch)",
"No hardware brand stamps shown",
"No hangtag or wordmark detail shown"
],
"authenticity_concerns": [
"photo 3: explicit PU-leather construction is a strong non-Coach indicator under the vintage Coach criteria",
"photo 4: synthetic lining and modern compartment\/card-slot layout do not match the unlined glove-tanned construction expected of many vintage Coach classics",
"No Coach identifier is visible in any supplied image; the item appears to be a generic contemporary vegan-leather bag rather than a replica with identifiable Coach branding",
"photo 1-6: no Coach creed, wordmark, hangtag or solid-brass hardware visible to support Coach manufacture",
"photo 3: seller labels material as Pu Leather - synthetic material inconsistent with vintage Coach glove-tanned leather"
],
"possible_model_reasoning": [
"The curved zip-top hobo silhouette is a generic modern design and does not provide a reliable Coach model match.",
"The visible PU material, synthetic lining, chain\/strap configuration, and absence of identifiers support a modern non-Coach classification.",
"Condition cannot be reliably graded because the supplied images are polished promotional\/stock images rather than ordinary used-item photos; apparent condition is not evidence of actual condition.",
"No Coach model fits: crescent zip-top hobo with PU body, fabric lining, plated hardware and chain strap does not match any vintage Coach catalog style",
"Materials and construction point to modern new mass-produced non-Coach bag",
"Condition: New as shown in catalog images; no wear visible"
],
"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: gold-tone chain and lobster-style clips are visible; no Coach engraving is legible. No turnlock or vintage-style brass closure is present.",
"leather_description": "photo 3: material is explicitly labeled PU leather; the surface appears smooth and synthetic rather than glove-tanned natural leather.",
"lining_description": "photo 4: patterned synthetic-looking lining with card slots and a zippered pocket is shown.",
"strap_construction": "photos 1-2: detachable narrow synthetic-leather shoulder strap with metal clips; promotional images also show a detachable chain strap.",
"stitching_description": "photos 1-3: visible perimeter stitching appears regular and machine-made; no distinctive vintage Coach construction can be established."
},
"ensemble_agreement": "HIGH",
"ensemble_variance": 0.0004,
"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": 0.12,
"estimated_era": "modern (2000s+), non-Coach",
"possible_models": [],
"positive_evidence": [],
"negative_evidence": [
"photo 1: product image shows an unbranded modern hobo\/crossbody silhouette with no visible Coach wordmark, carriage, creed, or hangtag",
"photo 3: feature graphic explicitly labels the material as PU leather",
"photo 4: interior is shown with synthetic-looking patterned lining and modern card slots, inconsistent with classic vintage Coach construction",
"photo 2: product-dimension graphic and polished stock-product presentation indicate a contemporary mass-market item rather than a vintage secondhand bag",
"listing title: seller describes the item as vegan leather and identifies the brand as unbranded"
],
"missing_information": [
"A straight-on photo of any interior brand label or stamped patch, if present",
"A close-up of all hardware and zipper pulls for maker markings",
"Actual seller photographs rather than stock and promotional images",
"Condition details, including corners, strap attachment points, lining, odor, and material wear"
],
"authenticity_concerns": [
"photo 3: explicit PU-leather construction is a strong non-Coach indicator under the vintage Coach criteria",
"photo 4: synthetic lining and modern compartment\/card-slot layout do not match the unlined glove-tanned construction expected of many vintage Coach classics",
"No Coach identifier is visible in any supplied image; the item appears to be a generic contemporary vegan-leather bag rather than a replica with identifiable Coach branding"
],
"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: gold-tone chain and lobster-style clips are visible; no Coach engraving is legible. No turnlock or vintage-style brass closure is present.",
"leather_description": "photo 3: material is explicitly labeled PU leather; the surface appears smooth and synthetic rather than glove-tanned natural leather.",
"lining_description": "photo 4: patterned synthetic-looking lining with card slots and a zippered pocket is shown.",
"strap_construction": "photos 1-2: detachable narrow synthetic-leather shoulder strap with metal clips; promotional images also show a detachable chain strap.",
"stitching_description": "photos 1-3: visible perimeter stitching appears regular and machine-made; no distinctive vintage Coach construction can be established."
},
"possible_model_reasoning": [
"The curved zip-top hobo silhouette is a generic modern design and does not provide a reliable Coach model match.",
"The visible PU material, synthetic lining, chain\/strap configuration, and absence of identifiers support a modern non-Coach classification.",
"Condition cannot be reliably graded because the supplied images are polished promotional\/stock images rather than ordinary used-item photos; apparent condition is not evidence of actual condition."
],
"confidence": 0.93,
"recommended_max_bid": 5,
"estimated_resale_low": 5,
"estimated_resale_high": 25
}
},
{
"model_name": "meta:muse-spark-1.3-contributor",
"result": {
"authenticity_concerns": [
"photo 1-6: no Coach creed, wordmark, hangtag or solid-brass hardware visible to support Coach manufacture",
"photo 3: seller labels material as Pu Leather - synthetic material inconsistent with vintage Coach glove-tanned leather"
],
"authenticity_confidence": 0.02,
"coach_probability": 0.01,
"confidence": 0.95,
"estimated_era": "modern (2000s+), non-Coach",
"estimated_resale_high": 20,
"estimated_resale_low": 5,
"image_quality_score": 0.85,
"is_handbag_probability": 0.99,
"missing_information": [
"No creed patch shown in any interior view (photo 4 shows interior but no stamped leather patch)",
"No hardware brand stamps shown",
"No hangtag or wordmark detail shown"
],
"negative_evidence": [
"photo 1: smooth black vegan \/ PU leather with uniform coated surface, not glove-tanned cowhide",
"photo 3 inset: labeled Pu Leather by seller graphic",
"photo 4: grey herringbone polyester fabric lining with card slots and zip pouch, not unlined suede",
"photo 1,3: bright gold-tone plated zipper, swivel clasps and chain crossbody strap, not solid brass vintage hardware",
"photo 1-6: zip-top crescent hobo silhouette with detachable straps, no turnlock, no creed patch, no hangtag, no COACH wordmark",
"photo 2,5,6: catalog-style new-product marketing images with dimension graphics, consistent with new mass-produced fast-fashion bag"
],
"observed_features": {
"coach_wordmark_present": false,
"creed_present": false,
"creed_text": "not_visible",
"hangtag_present": false,
"hardware_description": "bright gold-tone plated zipper, rectangular swivel clasps, D-rings and long chain strap; thin and plated appearance, not solid brass",
"leather_description": "smooth black PU \/ vegan leather with uniform sheen, no grain variation or patina",
"lining_description": "grey herringbone-pattern polyester fabric with card slots and zip pocket visible in photo 4",
"serial_or_style_number": "not_visible",
"serial_or_style_number_present": false,
"stitching_description": "even dark machine stitching around top edge and trim, no detail of stress points",
"strap_construction": "detachable short black PU shoulder strap on swivel hooks plus long gold-tone chain crossbody strap",
"turnlock_present": false
},
"positive_evidence": [],
"possible_model_reasoning": [
"No Coach model fits: crescent zip-top hobo with PU body, fabric lining, plated hardware and chain strap does not match any vintage Coach catalog style",
"Materials and construction point to modern new mass-produced non-Coach bag",
"Condition: New as shown in catalog images; no wear visible"
],
"possible_models": [],
"recommended_max_bid": 10,
"seller_misidentification_probability": 0.02,
"vintage_probability": 0.02
}
}
],
"_usage": [
{
"model_name": "openai:gpt-5.6-luna",
"input_tokens": 33099,
"output_tokens": 748,
"total_tokens": 33847,
"estimated_cost_usd": 0.015035
},
{
"model_name": "meta:muse-spark-1.3-contributor",
"input_tokens": 35571,
"output_tokens": 1277,
"total_tokens": 36848,
"estimated_cost_usd": 0.008136
}
]
}
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.