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Curious Context Labs

Operations · Automation

Quote-to-job handover

AI quote-to-job handover for trades and contractors

When a quote is accepted, the job is created with scope, materials, deposit and site notes, so the crew turns up knowing what was promised.

01 today

The problem

The estimator promises things on site that never reach the job sheet. Accepted quotes sit in an inbox while the customer waits to hear a start date. Materials are ordered late and the crew discovers access problems on the day.

02 the run

What the AI does

  1. Step 1: Watches for accepted quotes and signed approvals in ServiceTitan, Jobber or your inbox.
  2. Step 2: Creates the job with the full scope, special requests and site notes taken from the quote and emails.
  3. Step 3: Builds a materials list and drafts purchase orders for items not in stock.
  4. Step 4: Raises the deposit invoice in Xero or QuickBooks and sends it to the customer.
  5. Step 5: Proposes start dates based on crew calendars and confirms the booking with the customer.

paused: waiting for a person to approve

03 human in the loop

Where a person approves

The operations lead checks the job and materials list before purchase orders are sent and before a start date is confirmed.

04 after

What changes

Nothing promised in the quote gets lost on the way to the job. Customers hear back quickly and crews arrive prepared.

Results from a real build

[CASE STUDY] We only publish results we can name and check with the client.

see also

All operations use cases ->
  • Operations

    Supplier quote comparison

    A purchasing tool that pulls supplier quotes from email into one like-for-like table, with freight, lead times and terms side by side.

    Custom app
  • Operations

    SOP assistant for frontline staff

    Staff on the floor, in the kitchen or on site ask how to do a task and get the steps from your own procedures, on their phone.

    Company assistant
  • Operations

    Field service job reports

    Technicians speak a quick voice note and take photos; a tidy job report, parts list and invoice draft are ready before they reach the van.

    Custom app

Tell us how your business runs. We'll tell you where AI fits.

A free 30-minute call. You talk, we ask questions, and you leave with a few concrete ideas — or an honest answer that AI isn't the right fix yet.

Working with teams in the United States, United Kingdom and Australia.