Hanbridge
2023 · Kia

Kia Morning (Picanto)

  • —Electronics OK: 4 systems checked, no fault codes
  • —Repaints: rear right fender with pillar plus front and rear bumpers
NEGOTIATE
confidence 0.78 · 4/4 verified

Customs and landed cost — quoted by a manager.

Open the car's garage ↗

Confirmed findings · 4

unknownlow · confidence 0.85

Note

Electronic diagnostic: 4 systems checked, no fault codes.

OBD · 0 fault codes

Verifier · Muse Spark Open
meta-models/muse-spark-open-1026: Evidence confirms 0 fault codes; does not explicitly state '4 systems checked' in quote.

Rear right fendermedium · confidence 0.86

Repainted

Inspector report: repaint on rear_right_fender — «-окрас заднего правого крыла со стойкой (окрасы бамперов)»

voice «-окрас заднего правого крыла со стойкой (окрасы бамперов)»

Verifier · Muse Spark Open
meta-models/muse-spark-open-1026: Evidence directly states 'окрас заднего правого крыла со стойкой' = repaint on rear_right_fender; severity not specified in quote.

Front bumpermedium · confidence 0.68

Repainted

Inspector report: repaint on front_bumper — «-окрас заднего правого крыла со стойкой (окрасы бамперов)»

voice «-окрас заднего правого крыла со стойкой (окрасы бамперов)»

Verifier · Muse Spark Open
muse-spark-1.3 (fallback): Generic plural 'окрасы бамперов' implies front bumper repaint, not explicit front

Rear bumpermedium · confidence 0.72

Repainted

Inspector report: repaint on rear_bumper — «-окрас заднего правого крыла со стойкой (окрасы бамперов)»

voice «-окрас заднего правого крыла со стойкой (окрасы бамперов)»

Verifier · Muse Spark Open
meta-models/muse-spark-open-1026: Evidence mentions 'окрасы бамперов' plural parenthetically, not rear_bumper specifically; supports repaint on bumpers generally but no singular rear confirmation or severity.

Listing photo · plate hidden

listing

How the agent worked · 15 steps

  1. index_photosMuse Glimmer0.2 s

    Open-weight triage: Muse Glimmer on our own GPU indexes every photo (view, whole car, panels)

    model=muse-glimmer-30b indexed=117 failed=2 wholeCar=6 views={"detail":32,"rear":5,"rear_left":6,"front_left":6,"left":2,"front_right":5,"underbody":11,"front":5,"right":2,"rear_right":1,"interior":34,"engine":8} picks=P

  2. read_diagnostic_reportMuse Spark2.9 s

    LAUNCH OBD PDF: fault codes as obd evidence

    source=text-sidecar systems=4 faults=0 vin=KNAB2518BPT******

  3. find_defectsSAM 3.1 + Muse Spark5.0 s

    Spark defect scan on the SAM car crop

    view=right panels=front_bumper,front_right_fender,front_right_door,rear_right_door,rear_right_fender,rear_bumper,roof defects=0: none

  4. read_inspector_reportMuse Spark10.1 s

    Inspector text claims to cross-check vs photo/gauge

    claims=3 findings=3 rejectedQuotes=0

  5. transcribe_noteMuse Voice Transcribe + Muse Spark31.9 s

    Inspector voice: spoken gauge readings with verbatim quotes

    chunks=37 readings=0 findings=0 conflicts=none paint={}

  6. analyze_paint_readingsrules0.0 s

    Deterministic paint classification (≤150/151–220/>220 µm)

    readings=0 paintFindings=0: none

  7. estimate_landed_costmanager quote0.0 s

    Landed cost policy check (no invented numbers)

    {"status":"manager_quote_required"}

  8. find_defectsSAM 3.1 + Muse Spark4.9 s

    Spark defect scan on the SAM car crop

    view=rear_left panels=front_left_door,rear_left_door,rear_left_fender,trunk,rear_bumper,roof defects=0: none

  9. find_defectsSAM 3.1 + Muse Spark8.9 s

    Spark defect scan on the SAM car crop

    view=front_left panels=front_bumper,hood,front_left_fender,front_left_door,rear_left_door,rear_left_fender defects=0: none

  10. make_listing_photoSAM 3.1 + Muse Image25.8 s

    Listing photo with plate hidden (never evidence)

    url=/generated/kia-morning/PHOTO-2026-10-27-15-02-19.jpg-listing.jpg plateHidden=true backgroundEdited=false vehicle_pixels_changed: meanDiff 41.60 > 10

  11. finalize_reportMuse Spark0.0 s

    Assemble verified report and verdict

    finalizing

  12. verifierMuse Spark Open2.4 s

    rear_right_fender/repaint supported=true conf=0.97 model=meta-models/muse-spark-open-1026

  13. verifierMuse Spark Open3.9 s

    unknown/other supported=true conf=0.85 model=meta-models/muse-spark-open-1026

  14. verifierMuse Spark Open8.2 s

    rear_bumper/repaint supported=true conf=0.68 model=meta-models/muse-spark-open-1026

  15. verifierMuse Spark Open18.5 s

    front_bumper/repaint supported=true conf=0.6 model=muse-spark-1.3 (fallback)

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