| 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 2: Small round colored front closure with a cord loop; zipper hardware and strap attachment appear lightweight. No Coach-marked hardware is visible. |
| leather description | photo 1-6: Appears to be smooth synthetic or textile material in pastel colors; genuine leather is not visible. |
| lining description | not_visible |
| strap construction | photo 2: Long matching flat webbing strap attached at the side for crossbody/sling wear. |
| stitching description | photo 2: Visible machine stitching around the zipper and pocket appears regular; detailed stress-point stitching is not shown. |
{
"is_handbag_probability": 0.64,
"coach_probability": 0.01,
"vintage_probability": 0.01,
"authenticity_confidence": 0.015,
"image_quality_score": 0.81,
"seller_misidentification_probability": 0.015,
"confidence": 0.955,
"recommended_max_bid": 5,
"estimated_resale_low": 5,
"estimated_resale_high": 17.5,
"possible_models": [],
"positive_evidence": [],
"negative_evidence": [
"photo 1: Listing shows small sling bags made from bright synthetic-looking fabric with matching webbing straps, not vintage glove-tanned leather.",
"photo 1: Decorative personalization names and candy-color variants are inconsistent with vintage Coach construction.",
"photo 2: Visible body appears textile\/nylon-like with gathered front pocket, cord loop, and plastic-looking round closure.",
"photo 3: Bag has a casual webbing strap and lightweight zippered construction rather than Coach's typical leather strap and solid brass hardware.",
"photo 4: Multiple identical brightly colored bags are presented as a modern personalized product assortment.",
"photo 5: No Coach wordmark, horse-and-carriage, creed patch, leather hangtag, or serial\/style identifier is visible.",
"photo 6: Modern textile sling-bag construction and personalized script are visible; no Coach identifiers are present.",
"photo 1: five pastel mini sling bags in pink\/purple\/green\/yellow\/blue with custom embroidered names, modern kids fast-fashion silhouette never made by Coach",
"photo 2: smooth synthetic nylon fabric with wide woven webbing strap, not glove-tanned leather",
"photo 2-6: no brass turnlock, no leather hangtag, no COACH wordmark or horse-and-carriage visible",
"photo 3: zip-top sling with elastic ruched front pocket and plastic cord toggle, modern construction"
],
"missing_information": [
"photo 1-6: No interior view, creed area, fabric\/care tag, zipper-pull close-up, or bottom\/side construction close-up is provided.",
"photo 1-6: Material composition and dimensions are not stated in the listing text.",
"photo 1-6: no interior, creed patch, or hardware close-up shown, but construction already excludes vintage Coach"
],
"authenticity_concerns": [
"photo 1-6: The synthetic\/textile construction, webbing strap, gathered pocket, and lightweight-looking hardware are inconsistent with vintage Coach leather handbags.",
"photo 1-6: This appears to be a modern generic personalized children's sling bag, not a Coach lookalike requiring authentication."
],
"possible_model_reasoning": [
"photo 1-6: No Coach model is plausible; the silhouette is a modern mini sling\/backpack with a rounded zippered compartment, gathered front pocket, cord loop, and personalized script.",
"photo 1-6: Condition appears New\/unused in promotional photos, but seller photos are staged and do not establish actual received condition.",
"Condition: New; appears to be new mass-produced custom-name product photos, not secondhand vintage",
"No Coach identifiers visible in any photo and silhouette, nylon material, webbing strap and plastic toggles are inconsistent with any vintage Coach era",
"Not a Coach model; modern kids mini sling backpack sold as Unbranded in 5 colors"
],
"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 2: Small round colored front closure with a cord loop; zipper hardware and strap attachment appear lightweight. No Coach-marked hardware is visible.",
"leather_description": "photo 1-6: Appears to be smooth synthetic or textile material in pastel colors; genuine leather is not visible.",
"lining_description": "not_visible",
"strap_construction": "photo 2: Long matching flat webbing strap attached at the side for crossbody\/sling wear.",
"stitching_description": "photo 2: Visible machine stitching around the zipper and pocket appears regular; detailed stress-point stitching is not shown."
},
"ensemble_agreement": "MEDIUM",
"ensemble_variance": 0.0183,
"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": 0.92,
"seller_misidentification_probability": 0.01,
"estimated_era": "modern (2000s+), non-Coach",
"possible_models": [],
"positive_evidence": [],
"negative_evidence": [
"photo 1: Listing shows small sling bags made from bright synthetic-looking fabric with matching webbing straps, not vintage glove-tanned leather.",
"photo 1: Decorative personalization names and candy-color variants are inconsistent with vintage Coach construction.",
"photo 2: Visible body appears textile\/nylon-like with gathered front pocket, cord loop, and plastic-looking round closure.",
"photo 3: Bag has a casual webbing strap and lightweight zippered construction rather than Coach's typical leather strap and solid brass hardware.",
"photo 4: Multiple identical brightly colored bags are presented as a modern personalized product assortment.",
"photo 5: No Coach wordmark, horse-and-carriage, creed patch, leather hangtag, or serial\/style identifier is visible.",
"photo 6: Modern textile sling-bag construction and personalized script are visible; no Coach identifiers are present."
],
"missing_information": [
"photo 1-6: No interior view, creed area, fabric\/care tag, zipper-pull close-up, or bottom\/side construction close-up is provided.",
"photo 1-6: Material composition and dimensions are not stated in the listing text."
],
"authenticity_concerns": [
"photo 1-6: The synthetic\/textile construction, webbing strap, gathered pocket, and lightweight-looking hardware are inconsistent with vintage Coach leather handbags.",
"photo 1-6: This appears to be a modern generic personalized children's sling bag, not a Coach lookalike requiring authentication."
],
"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 2: Small round colored front closure with a cord loop; zipper hardware and strap attachment appear lightweight. No Coach-marked hardware is visible.",
"leather_description": "photo 1-6: Appears to be smooth synthetic or textile material in pastel colors; genuine leather is not visible.",
"lining_description": "not_visible",
"strap_construction": "photo 2: Long matching flat webbing strap attached at the side for crossbody\/sling wear.",
"stitching_description": "photo 2: Visible machine stitching around the zipper and pocket appears regular; detailed stress-point stitching is not shown."
},
"possible_model_reasoning": [
"photo 1-6: No Coach model is plausible; the silhouette is a modern mini sling\/backpack with a rounded zippered compartment, gathered front pocket, cord loop, and personalized script.",
"photo 1-6: Condition appears New\/unused in promotional photos, but seller photos are staged and do not establish actual received condition."
],
"confidence": 0.96,
"recommended_max_bid": 5,
"estimated_resale_low": 5,
"estimated_resale_high": 20
}
},
{
"model_name": "meta:muse-spark-1.3-contributor",
"result": {
"authenticity_concerns": [],
"authenticity_confidence": 0.02,
"coach_probability": 0.01,
"confidence": 0.95,
"estimated_era": "modern (2000s+), non-Coach",
"estimated_resale_high": 15,
"estimated_resale_low": 5,
"image_quality_score": 0.7,
"is_handbag_probability": 0.3,
"missing_information": [
"photo 1-6: no interior, creed patch, or hardware close-up shown, but construction already excludes vintage Coach"
],
"negative_evidence": [
"photo 1: five pastel mini sling bags in pink\/purple\/green\/yellow\/blue with custom embroidered names, modern kids fast-fashion silhouette never made by Coach",
"photo 2: smooth synthetic nylon fabric with wide woven webbing strap, not glove-tanned leather",
"photo 2-6: no brass turnlock, no leather hangtag, no COACH wordmark or horse-and-carriage visible",
"photo 3: zip-top sling with elastic ruched front pocket and plastic cord toggle, modern construction"
],
"observed_features": {
"coach_wordmark_present": false,
"creed_present": false,
"creed_text": "not_visible",
"hangtag_present": false,
"hardware_description": "photo 2: small silver-tone zipper pull; plastic toggle on front pocket; no solid brass hardware visible",
"leather_description": "photo 1-6: smooth synthetic nylon-type fabric in candy pastel colors, not leather",
"lining_description": "not_visible",
"serial_or_style_number": "not_visible",
"serial_or_style_number_present": false,
"stitching_description": "photo 2: straight machine stitching on synthetic fabric, detail not legible",
"strap_construction": "photo 2-3: wide woven fabric crossbody sling strap, single fixed shoulder loop",
"turnlock_present": false
},
"positive_evidence": [],
"possible_model_reasoning": [
"Condition: New; appears to be new mass-produced custom-name product photos, not secondhand vintage",
"No Coach identifiers visible in any photo and silhouette, nylon material, webbing strap and plastic toggles are inconsistent with any vintage Coach era",
"Not a Coach model; modern kids mini sling backpack sold as Unbranded in 5 colors"
],
"possible_models": [],
"recommended_max_bid": 5,
"seller_misidentification_probability": 0.02,
"vintage_probability": 0.01
}
}
],
"_usage": [
{
"model_name": "openai:gpt-5.6-luna",
"input_tokens": 20790,
"output_tokens": 657,
"total_tokens": 21447,
"estimated_cost_usd": 0.009893
},
{
"model_name": "meta:muse-spark-1.3-contributor",
"input_tokens": 21302,
"output_tokens": 1393,
"total_tokens": 22695,
"estimated_cost_usd": 0.005375
}
]
}
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.