| 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 metal hardware or turnlock is visible; zipper pull in photo 3 appears plain and silver-tone. |
| leather description | Black, heavily pebbled leather or leather-like material is visible; exact material cannot be confirmed from photos. |
| lining description | Photos 3 and 7 show a dark, suede-like or raw-looking interior with a zip pocket; brand label and lining composition are not visible. |
| strap construction | Two narrow rolled or folded handles attached through rectangular leather tabs; photo 4 shows rough/fraying edges and uneven-looking attachment finishing. |
| stitching description | Visible topstitching is generally straight but the handle tabs and edge finishing show rough, frayed, or unfinished areas in photos 2, 4, and 6. |
{
"is_handbag_probability": 0.99,
"coach_probability": 0.025,
"vintage_probability": 0.025,
"authenticity_confidence": 0.025,
"image_quality_score": 0.815,
"seller_misidentification_probability": 0.035,
"confidence": 0.87,
"recommended_max_bid": 8,
"estimated_resale_low": 7.5,
"estimated_resale_high": 30,
"possible_models": [],
"positive_evidence": [
"photo 1: clearly a tote handbag with double handles and a matching zip pouch",
"photo 3: the body appears to be leather or leather-like pebbled material"
],
"negative_evidence": [
"photo 1: no COACH wordmark, carriage, hangtag, or other visible Coach branding",
"photo 2: no visible creed patch or serial\/style number",
"photo 4: handle attachments and edge finishing appear crude and heavily unfinished rather than typical Coach construction",
"photo 6: exposed dark interior and simple zip pocket do not show a Coach-specific lining or label",
"photos 1-7: black pebbled tote silhouette is generic and does not correspond to a clearly identifiable vintage Coach model",
"photo 1-6: no creed patch, no COACH wordmark, no horse-and-carriage, no hangtag visible",
"photo 1-5: no turnlock, no solid brass hardware; only small silver-tone generic zipper on pouch in photo 3",
"photo 1,2,4,5: thin lace-through-eyelets double handles with raw unfinished top edge, not Coach buckle\/dogleash or dowel construction",
"photo 4: handle surface cracking\/peeling and raw fibrous edges inconsistent with glove-tanned cowhide",
"photo 2,3: reversible-tote plus matching zip pouch format typical of modern fast-fashion sets, not a Coach catalog silhouette"
],
"missing_information": [
"A straight-on photo of every interior wall and pocket for any hidden creed or brand label",
"Close-up photos of the zipper pull, all hardware, and any sewn-in fabric tags",
"Bottom, corners, and full strap\/handle attachment views",
"Seller-stated material composition and dimensions",
"photo 3: interior wall emptied straight-on to confirm no creed patch or fabric tags",
"photo 3: zipper-pull brand stamp close-up",
"photo 6: bottom and corners"
],
"authenticity_concerns": [
"photos 1-7: the bag has no visible Coach identifier and its generic construction is more consistent with an unbranded modern leather or leather-like tote",
"photo 4: visibly rough, fraying edge and handle construction are inconsistent with the polished construction expected of a Coach-branded bag"
],
"possible_model_reasoning": [
"No Coach model is assigned because the bag lacks a visible Coach identifier and has a generic open-top tote silhouette.",
"Condition: Good to Fair; the exterior appears intact, but handle edges and attachment areas show substantial roughness or fraying in photos 2, 4, and 6; interior condition is only partially visible.",
"No Coach silhouette match: lace-handle reversible tote with pouch does not correspond to City Bag, Court, Station, Duffle Sac or other classics",
"No identifiers to decode for era; construction indicates modern fast-fashion tote",
"Condition: Good to Fair; handle coating wear\/cracking in photo 4, raw edge fraying in photo 3 and 6, body otherwise intact"
],
"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 metal hardware or turnlock is visible; zipper pull in photo 3 appears plain and silver-tone.",
"leather_description": "Black, heavily pebbled leather or leather-like material is visible; exact material cannot be confirmed from photos.",
"lining_description": "Photos 3 and 7 show a dark, suede-like or raw-looking interior with a zip pocket; brand label and lining composition are not visible.",
"strap_construction": "Two narrow rolled or folded handles attached through rectangular leather tabs; photo 4 shows rough\/fraying edges and uneven-looking attachment finishing.",
"stitching_description": "Visible topstitching is generally straight but the handle tabs and edge finishing show rough, frayed, or unfinished areas in photos 2, 4, and 6."
},
"ensemble_agreement": "HIGH",
"ensemble_variance": 0.0014,
"ensemble_members": [
{
"model_name": "openai:gpt-5.6-luna",
"result": {
"is_handbag_probability": 0.99,
"coach_probability": 0.03,
"vintage_probability": 0.02,
"authenticity_confidence": 0.03,
"image_quality_score": 0.91,
"seller_misidentification_probability": 0.05,
"estimated_era": "modern (2000s+), non-Coach",
"possible_models": [],
"positive_evidence": [
"photo 1: clearly a tote handbag with double handles and a matching zip pouch",
"photo 3: the body appears to be leather or leather-like pebbled material"
],
"negative_evidence": [
"photo 1: no COACH wordmark, carriage, hangtag, or other visible Coach branding",
"photo 2: no visible creed patch or serial\/style number",
"photo 4: handle attachments and edge finishing appear crude and heavily unfinished rather than typical Coach construction",
"photo 6: exposed dark interior and simple zip pocket do not show a Coach-specific lining or label",
"photos 1-7: black pebbled tote silhouette is generic and does not correspond to a clearly identifiable vintage Coach model"
],
"missing_information": [
"A straight-on photo of every interior wall and pocket for any hidden creed or brand label",
"Close-up photos of the zipper pull, all hardware, and any sewn-in fabric tags",
"Bottom, corners, and full strap\/handle attachment views",
"Seller-stated material composition and dimensions"
],
"authenticity_concerns": [
"photos 1-7: the bag has no visible Coach identifier and its generic construction is more consistent with an unbranded modern leather or leather-like tote",
"photo 4: visibly rough, fraying edge and handle construction are inconsistent with the polished construction expected of a Coach-branded bag"
],
"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 metal hardware or turnlock is visible; zipper pull in photo 3 appears plain and silver-tone.",
"leather_description": "Black, heavily pebbled leather or leather-like material is visible; exact material cannot be confirmed from photos.",
"lining_description": "Photos 3 and 7 show a dark, suede-like or raw-looking interior with a zip pocket; brand label and lining composition are not visible.",
"strap_construction": "Two narrow rolled or folded handles attached through rectangular leather tabs; photo 4 shows rough\/fraying edges and uneven-looking attachment finishing.",
"stitching_description": "Visible topstitching is generally straight but the handle tabs and edge finishing show rough, frayed, or unfinished areas in photos 2, 4, and 6."
},
"possible_model_reasoning": [
"No Coach model is assigned because the bag lacks a visible Coach identifier and has a generic open-top tote silhouette.",
"Condition: Good to Fair; the exterior appears intact, but handle edges and attachment areas show substantial roughness or fraying in photos 2, 4, and 6; interior condition is only partially visible."
],
"confidence": 0.89,
"recommended_max_bid": 8,
"estimated_resale_low": 10,
"estimated_resale_high": 35
}
},
{
"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": 25,
"estimated_resale_low": 5,
"image_quality_score": 0.72,
"is_handbag_probability": 0.99,
"missing_information": [
"photo 3: interior wall emptied straight-on to confirm no creed patch or fabric tags",
"photo 3: zipper-pull brand stamp close-up",
"photo 6: bottom and corners"
],
"negative_evidence": [
"photo 1-6: no creed patch, no COACH wordmark, no horse-and-carriage, no hangtag visible",
"photo 1-5: no turnlock, no solid brass hardware; only small silver-tone generic zipper on pouch in photo 3",
"photo 1,2,4,5: thin lace-through-eyelets double handles with raw unfinished top edge, not Coach buckle\/dogleash or dowel construction",
"photo 4: handle surface cracking\/peeling and raw fibrous edges inconsistent with glove-tanned cowhide",
"photo 2,3: reversible-tote plus matching zip pouch format typical of modern fast-fashion sets, not a Coach catalog silhouette"
],
"observed_features": {
"coach_wordmark_present": false,
"creed_present": false,
"creed_text": "not_visible",
"hangtag_present": false,
"hardware_description": "no brass hardware; small silver-tone rectangular zipper pull on pouch in photo 3, unbranded; no turnlock, buckles, D-rings or rivets",
"leather_description": "black pebbled-grain material with uniform pebble and raw cut edges, thin and lightweight appearance; handle coating cracking\/peeling in photo 4",
"lining_description": "unlined; raw suede-like interior back visible in photo 3 and 5-6 with center divider panel, no fabric lining",
"serial_or_style_number": "not_visible",
"serial_or_style_number_present": false,
"stitching_description": "straight stitching around rectangular handle reinforcement patches in photo 1,2,5; general construction stitching otherwise not_visible",
"strap_construction": "thin double cord handles threaded through punched eyelets in photo 1,2,4,5,6, no buckles or clips",
"turnlock_present": false
},
"positive_evidence": [],
"possible_model_reasoning": [
"No Coach silhouette match: lace-handle reversible tote with pouch does not correspond to City Bag, Court, Station, Duffle Sac or other classics",
"No identifiers to decode for era; construction indicates modern fast-fashion tote",
"Condition: Good to Fair; handle coating wear\/cracking in photo 4, raw edge fraying in photo 3 and 6, body otherwise intact"
],
"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": 28279,
"output_tokens": 851,
"total_tokens": 29130,
"estimated_cost_usd": 0.013354
},
{
"model_name": "meta:muse-spark-1.3-contributor",
"input_tokens": 29579,
"output_tokens": 1425,
"total_tokens": 31004,
"estimated_cost_usd": 0.007056
}
]
}
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.