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AI identification is probabilistic and is not authentication. Inspect the original listing and item yourself before purchasing.

Photos

Listing

Title
Black Pebbled Tote Handbag w/ Matching Zip Pouch, Double Handles, Pockets
Source
eBay
Seller's brand
Unbranded
Category
Women's Bags & Handbags
Current bid
—
Buy-now price
$7.00
Shipping
—
Location
US
Ends
— (—)
Discovered
2026-09-20 02:19
Last seen
2026-09-20 02:19

View original auction →

AI analysis

Model / prompt
ensemble:openai:gpt-5.6-luna+meta:muse-spark-1.3-contributor (prompt v2)
Analyzed at
2026-09-20 04:43
Is handbag
99%
Coach probability
3% (possible, not confirmed)
Vintage probability
3%
Authenticity confidence
3%
Image quality
82%
Seller misidentification
4%
Coach score
0.10
Opportunity score
0.24
Deal score
0.38
Estimated era
modern (2000s+), non-Coach
Possible models
—

Evidence

POSITIVE
  • 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
  • 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

Observed features

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.
Raw AI response (debug)
{
    "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
        }
    ]
}

Valuation AI ESTIMATE

This is a model-generated estimate, not an observed market/sold price. Treat it as a rough guide only.

Estimated resale range
$7.50–$30.00
Suggested max bid
$8.00

Reference-image matches

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.

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