Heuristics AI
A hardscaping crew laying bluestone pavers and capping a garden wall, with a site plan on a truck tailgate
Sample · fictional business

From site visit to signed-off proposal, with a worker beside every person.

A slow estimate-to-proposal process becomes a chain of drafts that people approve. Follow one job through Hale Stoneworks, a fictional hardscaping contractor, and see exactly where a person stays in charge.

Hale Stoneworks is fictional. The work it does is not.

Takeoff ReaderQuantities drafted · 412 sq ft
Waiting on you3
Approved 9:42 PM
Business
Hale Stoneworks
Owner
Jordan Hale
People
Owner, Drafter, Estimator
Workers
Takeoff Reader, Estimator, Proposal Writer

Five handoffs, each waiting on the last.

This is how a job moves today at Hale Stoneworks. Every step is a person, and the slowest ones are copying and measuring by hand.

  1. 01Owner

    Site visit and paper notes

    Half a day on site

  2. 02Drafter

    Draws the plan in CAD

    1 to 2 days in the queue

  3. 03Estimator

    Measures every area by hand

    Up to 7 hours

  4. 04Estimator

    Prices from a 100+ page supplier list

    2 to 3 hours

  5. 05Owner

    Copies an old proposal and edits it

    About 1 hour

Example times for a mid-sized residential job. Nothing here is a benchmark.

The same job, with a worker beside each person.

Workers draft. People approve. Press play, or step through the six moments with the numbers.

Sample · fictional business
01 / 06AI worker

Takeoff Reader drafts quantities

A new drawing is saved to your file storage. Takeoff Reader drafts quantities by area from your CAD drawings.

The same six steps, as a list

  1. New drawing saved; Takeoff Reader drafts quantities. A new drawing is saved to your file storage and the Takeoff Reader drafts quantities by area from your CAD drawings.
  2. The estimator confirms the quantities. A person checks the draft and approves it before anything moves on.
  3. The estimator worker prices the job and flags what looks off. It prices from your rates and your supplier price list, and flags: banding looks low versus 5 similar past jobs.
  4. The owner approves the markup. Always a person.
  5. Proposal Writer drafts the proposal. It uses your proposal template and similar past jobs; the owner dictates the job notes.
  6. The owner approves; the proposal is saved as a PDF. It is saved to your file storage. Nothing is sent to the customer without the owner.

Decide how much the workers do on their own.

The same process can run at three settings. Change it and watch which steps need a person. Two steps never change.

How much it does on its own

ApproveWorkers do the work and a person approves at the main handoffs: confirming quantities and reviewing the proposal draft. Pricing flows straight to the markup step.

Locked: steps 04 and 06. Setting the markup and approving the proposal are always a person, at every setting.
  1. 01Drafts quantities by areaWorker proceeds
  2. 02Confirms quantitiesNeeds a person
  3. 03Prices and flagsWorker proceeds
  4. 04Approves markupAlways a person
  5. 05Drafts the proposalNeeds a person
  6. 06Approves and savesAlways a person

What a person always does here.

  • Sets the markup

    The worker prices the job. The margin is the owner’s call.

  • Approves anything sent to a customer

    The proposal is saved, never sent, until the owner says so.

  • Dictates job-specific notes

    Access, site conditions, what the customer asked for. Only the person who walked the site knows.

Three workers, each beside one person.

  • WorkerPilot

    Proposal Writer

    Drafts the proposal in your proposal template from similar past jobs and the owner’s dictated notes.

    Beside Owner
  • WorkerOn request

    Takeoff Reader

    Reads your CAD drawings and drafts quantities by area for a person to confirm.

    Beside Drafter
  • WorkerOn request

    Estimator

    Prices confirmed quantities from your estimating spreadsheet and supplier price list, and flags anything that looks off against past jobs.

    Beside Estimator

Want this on your process?

No sales script. You leave with your process mapped, whatever you decide. After a discovery call we can build you a private demo.

Sample shown with a fictional business and example data. No customer data.

Sample · fictional business