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Example build, fictional company · Luoma Plumbing Ltd

HVAC firm, quote request to draft quote, prices from the firm's own price list

The estimator gets a ready draft from each request and checks it instead of writing the quote from scratch.

A fictional HVAC firm's quote requests arrive by email in free form, and the quote is written by hand. In the example the build was given the firm's price list (19 items) and the incoming requests.

  • Quote requests

    8

  • Draft quotes from the price list

    6

  • Left to a person

    2

    a clarifying question or pricing by hand

Pick a message or a filter.

Quote request to draft quote · Luoma Plumbing Ltd

A recorded run from 30 September 2026, made with the real language model on fictional data. The drafts are shown as they are left for a person to review. Company names, addresses and phone numbers were changed after the run so that they do not resemble real ones.

What was done

  • The language model read the request and found the site, the job and the preferred time.
  • The model picked rows from the price list. The program calculated every amount and the VAT.
  • Clear requests became a draft quote in the language of the request.
  • The unclear request became a clarifying question. The job missing from the price list went to the site manager.

What the build did not do

  • Sent no quotes. Every draft stayed with the estimator for checking.
  • Invented no prices or items.
  • Promised no start date and gave no discounts.
  • Did not read the contents of attached photos.