BMW 530i xDrive M Sport

Confirmed findings · 1

Listing photo · plate hidden

How the agent worked · 12 steps

1. index_photosMuse Glimmer0.1 s

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

   model=muse-glimmer-30b indexed=92 failed=0 wholeCar=5 views={"front_left":5,"detail":16,"rear":3,"document":1,"rear_left":6,"rear_right":3,"left":5,"front":2,"right":2,"front_right":4,"interior":29,"engine":8,"underbody"

2. read_inspector_reportMuse Spark1.7 s

   Inspector text claims to cross-check vs photo/gauge

   claims=0 findings=0 rejectedQuotes=0

3. read_diagnostic_reportMuse Spark4.6 s

   LAUNCH OBD PDF: fault codes as obd evidence

   source=text-sidecar systems=31 faults=0 vin=WBA51FJ03RC******

4. find_defectsSAM 3.1 + Muse Spark4.7 s

   Spark defect scan on the SAM car crop

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

5. transcribe_noteMuse Voice Transcribe + Muse Spark29.0 s

   Inspector voice: spoken gauge readings with verbatim quotes

   chunks=14 readings=17 findings=0 conflicts=none paint={"rear_left_door":100,"front_left_door":108,"hood":107,"front_right_fender":107,"rear_right_door":109,"rear_right_fender":97,"trunk":95}

6. analyze_paint_readingsrules0.0 s

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

   readings=7 paintFindings=0: rear_left_door=100, front_left_door=108, hood=107, front_right_fender=107, rear_right_door=109, rear_right_fender=97, trunk=95

7. find_defectsSAM 3.1 + Muse Spark5.2 s

   Spark defect scan on the SAM car crop

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

8. find_defectsSAM 3.1 + Muse Spark7.3 s

   Spark defect scan on the SAM car crop

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

9. estimate_landed_costmanager quote0.0 s

   Landed cost policy check (no invented numbers)

   {"status":"manager_quote_required"}

10. make_listing_photoSAM 3.1 + Muse Image23.2 s

    Listing photo with plate hidden (never evidence)

    url=/generated/bmw-530i-8053/PHOTO-2026-04-14-21-09-24.jpg-listing.jpg plateHidden=true backgroundEdited=false vehicle_pixels_changed: meanDiff 23.50 > 10

11. finalize_reportMuse Spark0.0 s

    Assemble verified report and verdict

    finalizing

12. verifierMuse Spark Open2.9 s

    unknown/other supported=true conf=0.88 model=meta-models/muse-spark-open-1026

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