Twice a day,
the fleet checks itself.
AI compares the prior inspection with the current six photos. Possible damage and inconclusive photos move up the queue with photo-level context; a dispatcher makes every final decision.
Pay for deep looks only when needed.
A low-cost pre-screen runs over every shift twice a day. Only unclear or potentially damaged photos go to the larger model. Every result stays in the human review queue.
SCREEN
A lightweight pass over every shift. Three review buckets: Clear, Inconclusive / retake, or Possible damage.
DETAIL
The larger model examines only escalated shifts and returns confidence, affected photo IDs, damage type, severity, vehicle area and reasoning — never a bounding box.
“Possible new diagonal scratch on the right rear quarter panel, not visible in the prior inspection. AI flag for dispatcher review; not confirmed damage.”
Sales can enable it. Only you flip it on.
The plan flag ai_photo_analysis_enabled is decoupled from the opt-in flagai_photo_review_opt_in. Your Pro plan unlocks the feature. You decide when to start spending.
- Single toggle in Owner → Settings
- Spend caps configurable per organization
- Per-route or per-vehicle disable available
- Crontab is gated server-side, can be paused in one click