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Load OEM repair procedures into shop AI so techs ask for torque specs and checklists instead of hunting PDFs

who Nader Akbari, managing partner of Central Florida Paint and Body (Orlando collision shop), in Autobody News coverage of a Collision Industry Conference panel

The problem

Technicians lose time digging through OEM procedures for torque specs, one-time-use parts and removal steps, and owners worry that a carefully written repair plan never gets followed on the floor.

What happened

Owner-quoted process: AI 'really saves time for the technician' on lookups that used to take a lot of time (torque specs called out as an example). No shop-wide cycle-time or CSI percentage is published for the AI step alone.

Quoted in the source: Nader Akbari, managing partner, Central Florida Paint and Body. Source: Autobody News: Shops Use AI Beyond the Office — Nader Akbari / Central Florida Paint and Body (Carmic panel) (2026-09-10) · Added 2026-10-14.

How to set it up yourself

1. What Central Florida Paint and Body did: repair planners load OEM procedures into Carmic; techs query torque specs and job steps; AI builds photo checklists so completed work matches the plan.
2. For each RO, gather the OEM procedure PDFs the planner already pulls (safety, adhesives, torque, one-time-use parts). Strip unrelated customer PII if you use a consumer LLM.
3. DIY path (Claude, ChatGPT or Gemini): paste or upload those OEM excerpts into a Project with standing rules—only cite the uploaded docs; mark gaps NEED HUMAN; never invent torque values.
4. Ask for a tech checklist tied to each repair line, plus photos to capture for reimbursement. Have the advisor review before techs start.
5. On the floor, techs check off items and photograph completed steps. Spot-check one job per day against the AI checklist until you trust the loop.

Copy-paste prompt

You are the repair-plan assistant for {SHOP NAME}. Using ONLY the OEM procedure excerpts below for this VIN/line, list: 1) torque specs and one-time-use parts relevant to {REPAIR LINE}, 2) safety or adhesive steps easy to miss, 3) a numbered tech checklist with a photo cue for each step, 4) anything unclear marked NEED HUMAN. Never invent specs not in the excerpts. OEM excerpts: {PASTE}

Tools used

Some tool links may be affiliate links. Disclosure

Checked prices: Claude: from $17/mo billed annually ($20 monthly) (verified 2026-10-13) · ChatGPT: from Free $0; Go $8/mo; Plus $20/mo; Pro $100/mo (verified 2026-10-14) · Google Gemini: from $4.99/mo (Google AI Plus) (verified 2026-10-13)

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