AI AUTOMOTIVE DESIGN INTENT AUDITOR

See what your AI render kept, changed, and lost.

Upload a source sketch and its generated render. MotifGuard compares visible design evidence, scores intent fidelity, and gives you a precise next-iteration prompt.

01 / COMPAREADD TWO VIEWS
ASOURCE SKETCH
BAI RENDER

Images are sent only for the requested analysis and are not stored by MotifGuard. Anonymous usage metrics never include image contents or filenames.

02 / RESULTWAITING
Your evidence-backed audit will appear here.
03 / VERIFIED ACTIONCONTROLLED DEVELOPER VALIDATION

CASE 02 / AUDITABLE END-TO-END PROOF

Diagnose. Revise. Re-audit.

MotifGuard scored the initial render at 85/100 and identified the side character line as drifted at 88%. Its Prompt Patch guided a revised render that scored 92/100, with that feature preserved at 95%.

The wheel remained drifted at 90%. It is published as an unresolved finding, not hidden as a success.

  1. 01Source sketch + initial render
  2. 0285/100 audit + Prompt Patch
  3. 03Revised render
  4. 0492/100 production re-audit

This controlled developer validation is reproducible product evidence. It is not counted as an independent user, audience reach, testimonial, or traction.

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Public, automatically recorded launch metrics. Sample runs are excluded from live analyses.