| 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: White rectangular hangtag and small round tag visibly read CHANEL; no Coach hardware is visible. |
| leather description | photo 1: Appears to be a turquoise textile/knit material, not leather. |
| lining description | not_visible |
| strap construction | photo 1: Two long matching textile shoulder straps attached to the tote body. |
| stitching description | photo 1: Visible textile construction and embroidered/stitched front patch; detailed seam quality is not assessable. |
{
"is_handbag_probability": 0.965,
"coach_probability": 0.015,
"vintage_probability": 0.015,
"authenticity_confidence": 0.015,
"image_quality_score": 0.755,
"seller_misidentification_probability": 0.485,
"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: The bag is a textile\/knit tote rather than a leather Coach handbag.",
"photo 1: Visible patch and hangtag prominently read CHANEL, not COACH.",
"photo 1: The multicolored embroidered logo patch and decorative presentation are inconsistent with vintage Coach construction.",
"photo 1: No Coach creed, serial\/style number, horse-and-carriage mark, or Coach wordmark is visible.",
"photo 1: knit \/ crochet textile tote, not glove-tanned leather",
"photo 1: no brass turnlock, no solid brass hardware visible",
"photo 1: no Coach creed patch, Coach wordmark, or horse-and-carriage visible",
"photo 1: CHANEL woven patch and CHANEL paper tag present, inconsistent with Coach manufacture",
"photo 1: knit shoulder handles, not Coach leather strap construction"
],
"missing_information": [
"photo 1: Interior, underside, seams, and material labels are not shown.",
"A close-up of the interior label and any care\/manufacturer tag would be needed to assess the stated Chanel branding, though these are not necessary to identify it as non-Coach.",
"photo 1 only: no interior, bottom, side, or close-up views",
"creed patch not shown - no interior view to check",
"hardware close-ups not shown",
"lining not shown",
"seller-stated dimensions not provided"
],
"authenticity_concerns": [
"photo 1: The visible CHANEL branding is inconsistent with a Coach-made bag; the listing's unbranded classification appears inaccurate.",
"photo 1: The knit construction, embroidered logo patch, and hangtag do not match recognized vintage Coach materials or identifiers."
],
"possible_model_reasoning": [
"photo 1: This is a large open-top textile shoulder tote, but its visible Chanel branding and knit construction provide no plausible Coach model match.",
"photo 1: Era is assessed as modern (2000s+), non-Coach based on the novelty textile construction, hangtag style, and visible branding.",
"photo 1: Condition appears approximately Very Good based on the apparently clean visible exterior, but the interior and underside are not shown.",
"photo 1 shows a modern knit tote with CHANEL branding, not a Coach silhouette, leather, or hardware type",
"no Coach identifiers visible; materials (knit textile) exclude vintage Coach glove-tanned classics per triage rule",
"Condition: not graded for Coach; appears new with tag but that is CHANEL-tagged fast-fashion novelty"
],
"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: White rectangular hangtag and small round tag visibly read CHANEL; no Coach hardware is visible.",
"leather_description": "photo 1: Appears to be a turquoise textile\/knit material, not leather.",
"lining_description": "not_visible",
"strap_construction": "photo 1: Two long matching textile shoulder straps attached to the tote body.",
"stitching_description": "photo 1: Visible textile construction and embroidered\/stitched front patch; detailed seam quality is not assessable."
},
"ensemble_agreement": "MEDIUM",
"ensemble_variance": 0.0326,
"ensemble_members": [
{
"model_name": "openai:gpt-5.6-luna",
"result": {
"is_handbag_probability": 0.98,
"coach_probability": 0.01,
"vintage_probability": 0.01,
"authenticity_confidence": 0.01,
"image_quality_score": 0.86,
"seller_misidentification_probability": 0.95,
"estimated_era": "modern (2000s+), non-Coach",
"possible_models": [],
"positive_evidence": [],
"negative_evidence": [
"photo 1: The bag is a textile\/knit tote rather than a leather Coach handbag.",
"photo 1: Visible patch and hangtag prominently read CHANEL, not COACH.",
"photo 1: The multicolored embroidered logo patch and decorative presentation are inconsistent with vintage Coach construction.",
"photo 1: No Coach creed, serial\/style number, horse-and-carriage mark, or Coach wordmark is visible."
],
"missing_information": [
"photo 1: Interior, underside, seams, and material labels are not shown.",
"A close-up of the interior label and any care\/manufacturer tag would be needed to assess the stated Chanel branding, though these are not necessary to identify it as non-Coach."
],
"authenticity_concerns": [
"photo 1: The visible CHANEL branding is inconsistent with a Coach-made bag; the listing's unbranded classification appears inaccurate.",
"photo 1: The knit construction, embroidered logo patch, and hangtag do not match recognized vintage Coach materials or identifiers."
],
"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": true,
"hardware_description": "photo 1: White rectangular hangtag and small round tag visibly read CHANEL; no Coach hardware is visible.",
"leather_description": "photo 1: Appears to be a turquoise textile\/knit material, not leather.",
"lining_description": "not_visible",
"strap_construction": "photo 1: Two long matching textile shoulder straps attached to the tote body.",
"stitching_description": "photo 1: Visible textile construction and embroidered\/stitched front patch; detailed seam quality is not assessable."
},
"possible_model_reasoning": [
"photo 1: This is a large open-top textile shoulder tote, but its visible Chanel branding and knit construction provide no plausible Coach model match.",
"photo 1: Era is assessed as modern (2000s+), non-Coach based on the novelty textile construction, hangtag style, and visible branding.",
"photo 1: Condition appears approximately Very Good based on the apparently clean visible exterior, but the interior and underside are not shown."
],
"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": 0.65,
"is_handbag_probability": 0.95,
"missing_information": [
"photo 1 only: no interior, bottom, side, or close-up views",
"creed patch not shown - no interior view to check",
"hardware close-ups not shown",
"lining not shown",
"seller-stated dimensions not provided"
],
"negative_evidence": [
"photo 1: knit \/ crochet textile tote, not glove-tanned leather",
"photo 1: no brass turnlock, no solid brass hardware visible",
"photo 1: no Coach creed patch, Coach wordmark, or horse-and-carriage visible",
"photo 1: CHANEL woven patch and CHANEL paper tag present, inconsistent with Coach manufacture",
"photo 1: knit shoulder handles, not Coach leather strap construction"
],
"observed_features": {
"coach_wordmark_present": false,
"creed_present": false,
"creed_text": "not_visible",
"hangtag_present": false,
"hardware_description": "not_visible - no metal hardware visible in photo 1",
"leather_description": "no leather visible - light blue ribbed knit \/ crochet textile body and handles",
"lining_description": "not_visible",
"serial_or_style_number": "not_visible",
"serial_or_style_number_present": false,
"stitching_description": "not_visible - knit construction, no leather stitching visible",
"strap_construction": "photo 1: twin knit textile shoulder handles, sewn to top edge",
"turnlock_present": false
},
"positive_evidence": [],
"possible_model_reasoning": [
"photo 1 shows a modern knit tote with CHANEL branding, not a Coach silhouette, leather, or hardware type",
"no Coach identifiers visible; materials (knit textile) exclude vintage Coach glove-tanned classics per triage rule",
"Condition: not graded for Coach; appears new with tag but that is CHANEL-tagged fast-fashion novelty"
],
"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": 18093,
"output_tokens": 771,
"total_tokens": 18864,
"estimated_cost_usd": 0.009088
},
{
"model_name": "meta:muse-spark-1.3-contributor",
"input_tokens": 18512,
"output_tokens": 1027,
"total_tokens": 19539,
"estimated_cost_usd": 0.004524
}
]
}
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.