AI quoting and estimating intelligence

The quote queue is the revenue ceiling

Every request that sits in the queue is a chance to win work, decaying. The estimator is buried, so quotes go out late, or padded for safety, or priced from a spreadsheet that was last honest two years ago. Meanwhile the business's real pricing knowledge, what the last fifty comparable jobs actually cost, which ones made money and which quietly did not, sits scattered across old quotes, job cards and one experienced head.

Margin is decided at the moment of pricing, before any work begins. A quote priced on gut feel gives that decision away. A quote priced from your actuals keeps it.

What we build

Every build sits on a private knowledge layer holding your quotes, actuals, drawings, correspondence and win history. On top of it:

• Requests read and understood. The request for quote, tender package or brief is parsed, drawings, specifications, vague emails, and what is actually being asked for is identified.
• Priced from your record. The system retrieves what comparable jobs genuinely took, hours, materials, subcontract costs, surprises, and drafts a priced estimate from evidence rather than optimism.
• Margin analysis attached. Each draft carries the margin picture and flags when a price sits well outside your history in either direction, the underpriced trap and the overpriced miss both.
• Learning from wins and losses. Outcomes feed back into the layer, so the pricing evidence gets sharper with every quote that goes out.
• Your estimator decides. Every quote is checked, adjusted and approved by a person before it leaves. The system multiplies the estimator, it does not replace them.
• Every quote tracked. What went out, at what price, to whom, and what came back, one thread instead of a folder of PDFs.

The same operation gets more quotes out the door, priced with evidence, which is more chances to win at a margin that survives delivery.

Where it bites hardest

Quoting intelligence is one of the highest-payback builds for manufacturers turning around requests for quote, contractors pricing tenders and variations, and creative businesses scoping projects from what past work actually took. In every case the pricing history is among the most commercially sensitive information the business holds, which is why the build is self-hosted: your rates, costs and win history never leave your own network.