Hanbridge

A used car in Korea, inspected by an AI agent. Every finding backed by evidence.

The agent reads the walk-around photos, paint-gauge video, the inspector's voice note and the diagnostic report, checks each finding in a second independent pass, and returns BUY / NEGOTIATE / WALK AWAY — with a link the buyer can click through to the frame or the voice quote.

Check your own car →Watch the film ↓

For car exporters and dealers: one verifiable link per car instead of 100 photos and a few videos in a chat. How it is paid: when we source the car for you, the first inspection is free. Each extra inspection is $100 — most buyers need only one, because we check the car's history before sending an inspector.

How it was before

Real chats with our buyers (names and plates hidden). Every car meant dozens of messages, forwarded photo albums and a plain-text report nobody could check.

«Booking?» — at 11:36 PM
«Booking?» — at 11:36 PM
«When does it ship?» «Booked?»
«When does it ship?» «Booked?»
«When will it go?» — and voice notes
«When will it go?» — and voice notes
One car, a wall of photos
One car, a wall of photos

Who does what

Muse Wonder
wrote the product core (inside Muse Code, Meta's coding agent)
Muse Spark
plans the inspection, calls tools, writes the verdict
SAM 3.1
segments the car, panels and plates
Muse Voice Transcribe
turns the inspector's voice into findings
Muse Image
clean listing photo, plate hidden
Muse Glimmer
open-weight photo triage on our GPU
Muse Spark Open
independent verifier (Baseten)

How the agent worked — up to 16 steps

A real run on the Kia Sportage. Muse Spark plans up to 16 tool steps; then every finding goes to an independent verifier. Log entries of this run: 14 · NEGOTIATE

  1. 01
    index_photosMuse Glimmer0.2 s

    reused index built earlier by model=muse-glimmer-30b indexed=77 failed=0 wholeCar=3 views={"detail":20,"interior":25,"rear_left":5,"front":2

  2. 02
    find_defectsSAM 3.1 + Muse Spark4.4 s

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

  3. 03
    read_inspector_reportMuse Spark4.6 s

    claims=2 findings=2 rejectedQuotes=0

  4. 04
    find_defectsSAM 3.1 + Muse Spark6.0 s

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

  5. 05
    find_defectsSAM 3.1 + Muse Spark6.0 s

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

  6. 06
    transcribe_noteMuse Voice Transcribe + Muse Spark20.9 s

    chunks=17 readings=0 findings=0 conflicts=none paint={}

  7. 07
    analyze_paint_readingsrules0.0 s

    readings=0 paintFindings=0: none

  8. 08
    estimate_landed_costmanager quote0.0 s

    {"status":"manager_quote_required"}

  9. 09
    make_listing_photoSAM 3.1 + Muse Image2.7 s

    url=none plateHidden=false backgroundEdited=false plate_not_found

  10. 10
    finalize_reportMuse Spark0.0 s

    finalizing

  11. 11
    recheck_panelGlimmer index + SAM 3.1 + Muse Spark5.6 s

    panel=front_left_door photo=photo_245555_0.jpg (picked from Glimmer index) view=right panelVisible=false onPanel=nothing visible

  12. 12
    verifierMuse Spark Open2.9 s

    front_left_fender/panel_replaced supported=true conf=0.99 model=meta-models/muse-spark-open-1026

  13. 13
    verifierMuse Spark Open4.7 s

    front_left_door/putty supported=true conf=0.72 model=meta-models/muse-spark-open-1026

  14. 14
    make_listing_photoSAM 3.1 + Muse Image27.5 s

    re-picked whole-car photo (unlabelled): url=/generated/kia-sportage/photo_245546_0.jpg-listing.jpg plateHidden=true

Open this report →
Hanbridge
Insured
The true story of one car

Hanbridge

The bridge between you and your car.

or scroll
Epilogue · the evidence

This was a real car. Here is her real inspection.

Take it apart — panel by panel. Every panel opens its real photos.

Open the garage of every inspection →