AI Lead Scoring for Architecture: Give Principal Hours to Clients Who Can Actually Build

A studio's enquiries arrive flattering and undifferentiated: a house on a plot that may get bought, a commercial interior with a committee, a farmhouse dream priced at a third of its cost, and, somewhere among them, a family with land, money and a decision already made to build this year. Practice culture says every enquiry deserves a principal's meeting, so principal hours, the scarcest resource in any studio, get distributed by arrival order and charm rather than by buildability.

Architecture cycles are long enough to hide the cost. A studio discovers its pipeline was full of phantoms only two quarters later, when the fee projections miss and everyone works a proposal weekend for a competition that was decided before it was announced.

Land, owned

The plot is the honest gate. A client with owned land and papers in order can appoint an architect this month; everyone else is at some earlier stage of a different decision. Plot status is one intake question, and it separates the pipeline more cleanly than any amount of conversational impression.

The fee conversation

Clients who have decided to build ask what you charge and keep talking. Clients who are dreaming change the subject. A fee conversation had without flinching is the moment an enquiry becomes a prospect, and it deserves to be recorded as the milestone it is.

Evidence of assembly

A surveyor engaged, a structural consultant shortlisted, a sanction timeline asked about, a realistic budget mapped to scope: these are the acts of someone assembling a project. A beautiful brief with none of them is literature. The score reads assembly, because assembly is what commissions.

Plot status, budget realism and source set the base. Behaviour moves it: site visits attended, fee discussions, consultants appearing, second meetings requested. Silence after a review decays it. Every score opens to show its reasoning, so a principal can disagree with it intelligently, and overrides, for portfolio-worthy projects among other things, are logged and expected.

Put plot status, budget band and timeline on the intake form and ask them in the first call, gently but always. Log site visits and fee conversations as dated milestones. Decide the studio's free-concept policy once and encode it as a flag. Close enquiries honestly, commissioned, postponed, chose another firm, never owned the land, because the scoring learns your clientele from those verdicts, and so, reading them quarterly, will you.

The score predicts commissioning, not design merit, and it has no opinion on which projects deserve the studio's heart. It reads only recorded activity, so the conversation at a housewarming is invisible until noted. It needs a year or so of closed enquiries before its ranking is better than a partner's intuition, and even then it is a queue, not a verdict: principals override it with logged reasons, and should.

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