| 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: no metal hardware or turnlock is visible; paper Alo retail tags are attached |
| leather description | photo 1: gray tie-dye textile canvas, not leather |
| lining description | not_visible |
| strap construction | photo 1: two wide padded textile shoulder handles, secured with stitched fabric reinforcement patches |
| stitching description | photo 1: visible double-row stitching and reinforced handle attachments; overall construction appears consistent with a new canvas tote |
{
"is_handbag_probability": 0.965,
"coach_probability": 0.01,
"vintage_probability": 0.01,
"authenticity_confidence": 0.01,
"image_quality_score": 0.605,
"seller_misidentification_probability": 0.065,
"confidence": 0.92,
"recommended_max_bid": 9,
"estimated_resale_low": 12.5,
"estimated_resale_high": 35,
"possible_models": [],
"positive_evidence": [
"photo 1: clearly a large tote-style handbag with two long shoulder handles",
"photo 1: attached retail tags indicate new merchandise"
],
"negative_evidence": [
"photo 1: prominent attached tag visibly reads \"alo,\" identifying the brand as Alo rather than Coach",
"photo 1: gray tie-dye canvas construction is not vintage Coach glove-tanned leather",
"photo 1: no Coach wordmark, horse-and-carriage, creed patch, turnlock, or vintage Coach hardware is visible",
"photo 1: textile canvas and padded fabric handles are inconsistent with classic vintage Coach construction",
"photo 1: gray tie-dye woven canvas tote with canvas handles, not glove-tanned leather",
"photo 1: paper retail tags reading 'alo' attached to handle, not Coach leather hangtag or creed",
"photo 1: no COACH wordmark, horse-and-carriage, creed patch, turnlock, or solid brass hardware visible",
"photo 1: X-box stitched canvas handle attachments, inconsistent with vintage Coach leather construction"
],
"missing_information": [
"photo 1 shows only part of the exterior; interior, bottom, side panels, and care\/manufacturing labels are not shown",
"seller-stated dimensions and original retail information are not provided",
"photo 1: only cropped top\/handle view shown, full front\/back\/bottom\/side\/interior not shown",
"photo 1: interior\/lining not shown",
"photo 1: no creed patch view - request interior wall\/pocket close-up to confirm absence"
],
"authenticity_concerns": [
"photo 1: the visible Alo branding is inconsistent with a Coach identification; this appears to be a non-Coach Alo tote rather than a Coach replica"
],
"possible_model_reasoning": [
"photo 1: silhouette is a large canvas shopper or gym\/travel tote, not a recognizable vintage Coach model",
"photo 1: Alo hangtag and textile construction support a modern Alo tote; no Coach-specific identifier is visible",
"Condition: New with tags based on the attached retail tags and apparently clean exterior in photo 1; interior and bottom condition are not shown",
"photo 1: Alo-branded canvas shopper tote with NWT tags matches listing title, not any Coach catalog silhouette",
"No Coach identifiers visible: no creed, no wordmark, no turnlock, no brass, no glove-tanned leather",
"Condition: New with tags; paper Alo tags attached (photo 1), canvas appears unused, full condition grading capped by missing full-body\/interior\/bottom views"
],
"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: no metal hardware or turnlock is visible; paper Alo retail tags are attached",
"leather_description": "photo 1: gray tie-dye textile canvas, not leather",
"lining_description": "not_visible",
"strap_construction": "photo 1: two wide padded textile shoulder handles, secured with stitched fabric reinforcement patches",
"stitching_description": "photo 1: visible double-row stitching and reinforced handle attachments; overall construction appears consistent with a new canvas tote"
},
"ensemble_agreement": "HIGH",
"ensemble_variance": 0.0094,
"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": 0.08,
"estimated_era": "modern (2000s+), non-Coach",
"possible_models": [],
"positive_evidence": [
"photo 1: clearly a large tote-style handbag with two long shoulder handles",
"photo 1: attached retail tags indicate new merchandise"
],
"negative_evidence": [
"photo 1: prominent attached tag visibly reads \"alo,\" identifying the brand as Alo rather than Coach",
"photo 1: gray tie-dye canvas construction is not vintage Coach glove-tanned leather",
"photo 1: no Coach wordmark, horse-and-carriage, creed patch, turnlock, or vintage Coach hardware is visible",
"photo 1: textile canvas and padded fabric handles are inconsistent with classic vintage Coach construction"
],
"missing_information": [
"photo 1 shows only part of the exterior; interior, bottom, side panels, and care\/manufacturing labels are not shown",
"seller-stated dimensions and original retail information are not provided"
],
"authenticity_concerns": [
"photo 1: the visible Alo branding is inconsistent with a Coach identification; this appears to be a non-Coach Alo tote rather than a Coach replica"
],
"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: no metal hardware or turnlock is visible; paper Alo retail tags are attached",
"leather_description": "photo 1: gray tie-dye textile canvas, not leather",
"lining_description": "not_visible",
"strap_construction": "photo 1: two wide padded textile shoulder handles, secured with stitched fabric reinforcement patches",
"stitching_description": "photo 1: visible double-row stitching and reinforced handle attachments; overall construction appears consistent with a new canvas tote"
},
"possible_model_reasoning": [
"photo 1: silhouette is a large canvas shopper or gym\/travel tote, not a recognizable vintage Coach model",
"photo 1: Alo hangtag and textile construction support a modern Alo tote; no Coach-specific identifier is visible",
"Condition: New with tags based on the attached retail tags and apparently clean exterior in photo 1; interior and bottom condition are not shown"
],
"confidence": 0.94,
"recommended_max_bid": 10,
"estimated_resale_low": 15,
"estimated_resale_high": 45
}
},
{
"model_name": "meta:muse-spark-1.3-contributor",
"result": {
"authenticity_concerns": [],
"authenticity_confidence": 0.01,
"coach_probability": 0.01,
"confidence": 0.9,
"estimated_era": "modern (2000s+), non-Coach",
"estimated_resale_high": 25,
"estimated_resale_low": 10,
"image_quality_score": 0.35,
"is_handbag_probability": 0.95,
"missing_information": [
"photo 1: only cropped top\/handle view shown, full front\/back\/bottom\/side\/interior not shown",
"photo 1: interior\/lining not shown",
"photo 1: no creed patch view - request interior wall\/pocket close-up to confirm absence"
],
"negative_evidence": [
"photo 1: gray tie-dye woven canvas tote with canvas handles, not glove-tanned leather",
"photo 1: paper retail tags reading 'alo' attached to handle, not Coach leather hangtag or creed",
"photo 1: no COACH wordmark, horse-and-carriage, creed patch, turnlock, or solid brass hardware visible",
"photo 1: X-box stitched canvas handle attachments, inconsistent with vintage Coach leather 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 cropped view",
"leather_description": "no leather visible - gray\/white tie-dye woven canvas body and handles",
"lining_description": "not_visible",
"serial_or_style_number": "not_visible",
"serial_or_style_number_present": false,
"stitching_description": "photo 1: straight machine stitching with X-box reinforcement at handle bases, thread matched to canvas",
"strap_construction": "photo 1: twin fixed canvas tote handles, sewn directly to body",
"turnlock_present": false
},
"positive_evidence": [],
"possible_model_reasoning": [
"photo 1: Alo-branded canvas shopper tote with NWT tags matches listing title, not any Coach catalog silhouette",
"No Coach identifiers visible: no creed, no wordmark, no turnlock, no brass, no glove-tanned leather",
"Condition: New with tags; paper Alo tags attached (photo 1), canvas appears unused, full condition grading capped by missing full-body\/interior\/bottom views"
],
"possible_models": [],
"recommended_max_bid": 8,
"seller_misidentification_probability": 0.05,
"vintage_probability": 0.01
}
}
],
"_usage": [
{
"model_name": "openai:gpt-5.6-luna",
"input_tokens": 20904,
"output_tokens": 653,
"total_tokens": 21557,
"estimated_cost_usd": 0.009929
},
{
"model_name": "meta:muse-spark-1.3-contributor",
"input_tokens": 21481,
"output_tokens": 1139,
"total_tokens": 22620,
"estimated_cost_usd": 0.005207
}
]
}
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.