The Big AI Secret · ongoing research
Commercial Property: AI Adoption Guide
How whole teams turn AI into value, not just how individuals adopt it.
Researched by Sector Analyst wanted, Sector Analyst
Research underway
This Guide is being built from continuing interviews. It grows sharper as they come in, and moves from estimated to measured. Apply to contribute.
A candid look behind the headlines at how AI is really being used in teams today. The finding underneath all of it is simple: the gap is not adoption, it is integration across the team. Small teams, large value, hard deadlines the shape of this sector is exactly what AI that runs on triggers was built for. Across every sector, the gap is integration, not adoption.
AI does not replace people. It amplifies those with the confidence to experiment and the courage to lead change.Polly Barnfield OBE · CEO, Maybe*
Scores in this Guide are shown on the Integration Index, 0 to 100. Earlier editions used an 18-point scale; it is the same measurement expressed differently. This is ongoing research, updated as new interviews come in. All contributors are anonymised to protect the honesty of what was shared. That is what makes it unusual: it captures the unfiltered truth of AI in action.
Drawn from over 3,139 in-depth interviews and questionnaire responses. Findings are cross-referenced against published research from other organisations, including Stanford, McKinsey and BCG, where comparable figures exist.
The shape of the work
Built for triggers and deadlines
Research underway
This Guide is being built from live interviews with commercial property and development teams. It grows sharper as they come in, and moves from estimated to measured. Apply to contribute at the foot of the Guide.
Commercial property and development runs on events that do not move: a lease break approaching, a planning decision, a drawdown date, a covenant test. That is the exact shape of work AI can watch and complete on its own. Where a chat tool waits to be asked, a Task runs on the trigger and finishes.
The constraint
Small teams, large value
A twelve-person developer can carry a hundred million pounds of schemes. On a team that lean, the constraint is not ambition, it is capacity. The prize is not fewer people. It is the equivalent of one more, an analyst or an asset manager, without hiring one.
First to hand over
The reporting grind
The board pack, the investor update, the cost report and drawdown: days of assembly every month, pulling numbers by hand from systems that do not talk to each other. This is the first place to hand to AI, because it is scheduled, repetitive, and it always has to happen.
Account managers lose days manually assembling client performance reports, risking errors and frustration.Business leader · The Big AI Secret interviews
Deals and investment
From opportunity to committee
From opportunity to investment committee, the pack is a weekend lost to comparables, appraisal and terms. AI can gather the evidence and draft the memo the moment a deal moves, so the partner reviews the work rather than builds it.
Value protected
Assets, leasing and planning
The deadline-critical work that quietly protects value: a lease event radar for breaks, reviews and expiries; planning monitors watching the local authority portals; conditions and obligations tracked before they fall due. Missed, each one is value lost. Watched, none of them slip.
The gap
The integration gap, felt hardest here
Across every sector, the research finds the gap is integration, not adoption, with roughly a fifth of team hours lost to disconnected tools. On a small commercial team running a deal system, a market-data service, a cost tracker and an accounting package, that fragmentation is felt acutely. The firms that connect it get the capacity back.
We are drowning in options but starving for direction.Business leader · The Big AI Secret interviews
What to do next
Where to start
Start where the pain is measurable and repetitive, usually the board report or the lease events. Connect what you already run before adding more tools. Treat integration, not adoption, as the goal. Prove one Task, then scale.
You are the chef and AI is the sous chef. It will do all the admin, but you bring the strategy.Business leader · The Big AI Secret interviews
This research is underway
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This Guide is being built from live interviews and questionnaire responses.
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The Big AI Secret · living research, updated monthly · drawn from over 3,139 in-depth interviews and questionnaire responses. All figures are sourced to the research; quotes are anonymised and verbatim. Produced by the team at Maybe*.
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