ALL AUTO REPAIR SHOPS USE CASES

Estimates written from the tech's notes

The car is on the lift, the diagnosis is done — and now the job stalls while somebody writes the estimate and translates it into words the customer trusts. The AI turns the tech's thirty-second dictation into a clean, itemized estimate with labor times and your pricing, plus a plain-English explanation — so approvals come back while the car is still in the air.

A Day With This Running.

An illustrative walkthrough, not a customer case study. Actual behavior depends on your tools, data, review rules, and implementation.

1
10:20 AM — diagnosis dictated

'Front pads at 2mm, rotors scored, inner tie rod has play.' Thirty seconds into a phone, hands still dirty.

2
10:22 AM — the estimate is built

Itemized parts and labor from your labor guide and pricing, in your format — plus a customer version in plain English: what's worn, why it matters, what happens if it waits.

3
10:25 AM — the customer gets both

A text with the estimate and the explanation, with photos of the worn parts attached. Approve with a tap.

4
10:40 AM — approved, car's still on the lift

No phone tag, no 'let me talk to my husband and call you Thursday.' The job starts now, and the bay turns over faster.

What You Could Measure.

These are hypothetical before/after examples, not measured results or performance guarantees. Establish your baseline and test realistic targets in a pilot.

Time from diagnosis to estimate sent

▸Before: 1–4 hours, between jobs

▸After: Minutes

Approval turnaround

▸Before: Hours to days of phone tag

▸After: Often while the car is still on the lift

Cars through the bay per week

▸Before: Your current count

▸After: Typically 3–5 more — same bays, less waiting on paperwork

Illustrative potential impact: Estimates go out in minutes, and customers approve faster when they understand what they're paying for. Faster approvals mean more cars per day.

Simpler Than You'd Think.

Scope integrations, training, and approval before anything goes live. Here are the starting points to discuss:

  • ▸We load your labor guide, parts pricing, and a few of your past estimates so the format is exactly yours.
  • ▸Techs learn the flow in one morning: dictate, done.
  • ▸A service writer reviews every estimate before it goes out — the AI drafts, your counter approves.
PRIVATE & SELF-HOSTED AI
Design for the data boundaries you need

We can evaluate private, local, self-hosted, or hybrid deployment for this workflow. Before implementation, agree on data flows, access controls, retention, backups, and any external integrations. Private hosting alone does not guarantee privacy or regulatory compliance. Learn more about Private AI →

Want this running in your business?

Tell us a bit about your business and we'll come back with honest, plain-English ideas about whether this fits — and what it would take. No jargon. No pressure. No obligation.

No jargon, no obligation — just a conversation.