| 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 | No visible metal hardware, turnlock, zipper, or Coach-marked hardware; simple fabric strap attachments are visible. |
| leather description | The exterior visibly appears to be printed fabric or textile, not leather; seller describes it as durable fabric. |
| lining description | A brown interior surface is partially visible in photo 1, but its material and any label are not discernible. |
| strap construction | Two long, narrow matching leopard-print fabric shoulder straps are visible in photos 1-3; attachment and reinforcement details are limited. |
| stitching description | Visible seams appear machine-stitched and functional, but stitch quality cannot be assessed closely from the available views. |
{
"is_handbag_probability": 0.985,
"coach_probability": 0.02,
"vintage_probability": 0.03,
"authenticity_confidence": 0.02,
"image_quality_score": 0.685,
"seller_misidentification_probability": 0.025,
"confidence": 0.845,
"recommended_max_bid": 8,
"estimated_resale_low": 5,
"estimated_resale_high": 22.5,
"possible_models": [],
"positive_evidence": [],
"negative_evidence": [
"photo 1: bag visibly has an all-over leopard-print fabric exterior rather than the solid glove-tanned leather typical of vintage Coach classics.",
"photo 2: tote construction and fabric leopard pattern are visible, but no Coach wordmark, carriage, creed patch, hangtag, or other Coach identifier is shown.",
"photo 3: exterior is a large soft tote with simple fabric straps and no visible Coach-specific hardware or closure.",
"photo 3: seller-stated dimensions are approximately 22.8 \u00d7 12.9 \u00d7 7.9 inches, consistent with a generic large tote.",
"photo 1,2,3: soft unstructured fabric tote with all-over leopard print, not glove-tanned leather",
"photo 1,2,3: no solid brass hardware, no turnlock, no dogleash clips, no hangtag visible",
"photo 2,3: thin fabric shoulder straps and fabric lining, inconsistent with vintage Coach classics",
"photo 1,2,3: no COACH wordmark, horse-and-carriage, creed patch, or Signature C canvas visible"
],
"missing_information": [
"photo 1-3: no interior wall or pocket close-up showing a brand label, creed, care tag, or serial\/style tag.",
"photo 1-3: no close-up of strap attachments, seams, zipper, or hardware.",
"photo 1-3: bottom, corners, and complete interior are not shown.",
"photo of interior creed patch or brand label close-up to confirm maker",
"photo of hardware close-ups and seam construction",
"photo of bottom and interior emptied"
],
"authenticity_concerns": [
"photo 1-3: the fabric leopard-print tote has no visible Coach identifiers and does not match the documented construction profile of vintage Coach leather handbags.",
"photo 1-3: the seller's unbranded classification is consistent with the visible absence of a brand, though the photos do not conclusively exclude an unseen interior label."
],
"possible_model_reasoning": [
"The silhouette is a large unstructured leopard-print tote, not a recognizable vintage Coach catalog model; no Coach model is proposed.",
"The visible textile construction and lack of identifiers support a generic modern tote rather than a pre-2000 Coach leather bag.",
"Condition: approximately Very Good based on the clean visible exterior and intact straps; interior, odor, and bottom\/corner condition are not fully shown.",
"No Coach silhouette match: soft fabric leopard tote does not match any catalog classic or modern leather style",
"Construction is fabric with no leather, no brass, no creed, so no era decode possible",
"Condition: appears new-like in photos but not gradable as Coach; generic fast-fashion tote"
],
"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": "No visible metal hardware, turnlock, zipper, or Coach-marked hardware; simple fabric strap attachments are visible.",
"leather_description": "The exterior visibly appears to be printed fabric or textile, not leather; seller describes it as durable fabric.",
"lining_description": "A brown interior surface is partially visible in photo 1, but its material and any label are not discernible.",
"strap_construction": "Two long, narrow matching leopard-print fabric shoulder straps are visible in photos 1-3; attachment and reinforcement details are limited.",
"stitching_description": "Visible seams appear machine-stitched and functional, but stitch quality cannot be assessed closely from the available views."
},
"ensemble_agreement": "HIGH",
"ensemble_variance": 0.0026,
"ensemble_members": [
{
"model_name": "openai:gpt-5.6-luna",
"result": {
"is_handbag_probability": 0.98,
"coach_probability": 0.02,
"vintage_probability": 0.03,
"authenticity_confidence": 0.02,
"image_quality_score": 0.82,
"seller_misidentification_probability": 0.03,
"estimated_era": "modern (2000s+), non-Coach",
"possible_models": [],
"positive_evidence": [],
"negative_evidence": [
"photo 1: bag visibly has an all-over leopard-print fabric exterior rather than the solid glove-tanned leather typical of vintage Coach classics.",
"photo 2: tote construction and fabric leopard pattern are visible, but no Coach wordmark, carriage, creed patch, hangtag, or other Coach identifier is shown.",
"photo 3: exterior is a large soft tote with simple fabric straps and no visible Coach-specific hardware or closure.",
"photo 3: seller-stated dimensions are approximately 22.8 \u00d7 12.9 \u00d7 7.9 inches, consistent with a generic large tote."
],
"missing_information": [
"photo 1-3: no interior wall or pocket close-up showing a brand label, creed, care tag, or serial\/style tag.",
"photo 1-3: no close-up of strap attachments, seams, zipper, or hardware.",
"photo 1-3: bottom, corners, and complete interior are not shown."
],
"authenticity_concerns": [
"photo 1-3: the fabric leopard-print tote has no visible Coach identifiers and does not match the documented construction profile of vintage Coach leather handbags.",
"photo 1-3: the seller's unbranded classification is consistent with the visible absence of a brand, though the photos do not conclusively exclude an unseen interior label."
],
"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": "No visible metal hardware, turnlock, zipper, or Coach-marked hardware; simple fabric strap attachments are visible.",
"leather_description": "The exterior visibly appears to be printed fabric or textile, not leather; seller describes it as durable fabric.",
"lining_description": "A brown interior surface is partially visible in photo 1, but its material and any label are not discernible.",
"strap_construction": "Two long, narrow matching leopard-print fabric shoulder straps are visible in photos 1-3; attachment and reinforcement details are limited.",
"stitching_description": "Visible seams appear machine-stitched and functional, but stitch quality cannot be assessed closely from the available views."
},
"possible_model_reasoning": [
"The silhouette is a large unstructured leopard-print tote, not a recognizable vintage Coach catalog model; no Coach model is proposed.",
"The visible textile construction and lack of identifiers support a generic modern tote rather than a pre-2000 Coach leather bag.",
"Condition: approximately Very Good based on the clean visible exterior and intact straps; interior, odor, and bottom\/corner condition are not fully shown."
],
"confidence": 0.84,
"recommended_max_bid": 8,
"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": 0.85,
"estimated_era": "modern (2000s+), non-Coach",
"estimated_resale_high": 20,
"estimated_resale_low": 5,
"image_quality_score": 0.55,
"is_handbag_probability": 0.99,
"missing_information": [
"photo of interior creed patch or brand label close-up to confirm maker",
"photo of hardware close-ups and seam construction",
"photo of bottom and interior emptied"
],
"negative_evidence": [
"photo 1,2,3: soft unstructured fabric tote with all-over leopard print, not glove-tanned leather",
"photo 1,2,3: no solid brass hardware, no turnlock, no dogleash clips, no hangtag visible",
"photo 2,3: thin fabric shoulder straps and fabric lining, inconsistent with vintage Coach classics",
"photo 1,2,3: no COACH wordmark, horse-and-carriage, creed patch, or Signature C canvas visible"
],
"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 photos",
"leather_description": "no leather visible - durable woven fabric with brown\/black leopard print",
"lining_description": "brown fabric lining visible inside top edge in photo 2 and photo 3",
"serial_or_style_number": "not_visible",
"serial_or_style_number_present": false,
"stitching_description": "not_visible in detail - straight vertical panel seams visible on tote body",
"strap_construction": "two thin matching fabric shoulder straps, sewn on, no buckles or clips visible",
"turnlock_present": false
},
"positive_evidence": [],
"possible_model_reasoning": [
"No Coach silhouette match: soft fabric leopard tote does not match any catalog classic or modern leather style",
"Construction is fabric with no leather, no brass, no creed, so no era decode possible",
"Condition: appears new-like in photos but not gradable as Coach; generic fast-fashion tote"
],
"possible_models": [],
"recommended_max_bid": 8,
"seller_misidentification_probability": 0.02,
"vintage_probability": 0.03
}
}
],
"_usage": [
{
"model_name": "openai:gpt-5.6-luna",
"input_tokens": 17516,
"output_tokens": 749,
"total_tokens": 18265,
"estimated_cost_usd": 0.008804
},
{
"model_name": "meta:muse-spark-1.3-contributor",
"input_tokens": 17919,
"output_tokens": 1132,
"total_tokens": 19051,
"estimated_cost_usd": 0.004489
}
]
}
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.