What we plugged in
Two of our AI agents, wired into the contractor's existing Procore, the master programme in Asta Powerproject, and the firm's SharePoint drawing register. No new project-management system, no replacement accounting stack. Letter sequences were drafted by the firm's commercial counsel once and approved before any of them went live.
Read every inbound subbie + supplier WhatsApp and email, classified the query (programme date, spec lookup, drawing request, RAMS request, payment status) and pulled the answer straight from Procore + the SharePoint drawing register + the master Asta programme. Replied in 45 seconds on average, with the actual document extract attached. Hard rule: never committed the firm to a binding price, programme date, or variation. Anything commercial got flagged to the QS with a one-line summary, waiting for human sign-off.
Ran the back-book of stuck retentions over the 12-month mark. Sent the statutory pay-less notice letter sequence (HGCRA 1996 + LPCDA 1998) on a 7-day cadence: first letter (polite request with release schedule), 14-day chase (formal demand citing the Act), 28-day final notice (statutory interest + 8% above base). Sequences signed off by the firm's commercial counsel — the agent just ran the calendar.
The numbers, week-by-week
14-day rolling average — first 90 days vs the prior 90 days. Honest range, not the sales-deck number.
Subbie query first-reply time
4h 12m (before)
52s (after)
QS WhatsApp time / week
14 hrs / wk (before)
3 hrs / wk (after)
Retention recovered (90-day)
£18K (before)
£184K (after)
Commercial queries human-signed
~40% (before)
100% (after)
Plumbed into what they already used
- Procore
- Asta Powerproject
- SharePoint (drawing register)
- Sage Construct
- WhatsApp Business
- Outlook
- DocuSign
- BACS / Stripe (retention receipts)
No new PM system. No replacement drawing register. The commercial workflow is unchanged — the agent sits on top of it.
About this case study: Composite based on outcomes across 3 similar UK main-contractor / fit-out firms (£10M–£40M turnover, 25–80 staff) over the 90 days to 2026-04-30. Names changed. Individual results vary. The AI Site Office agent never commits the firm to a binding price, programme date, or variation — commercial responses are always human-signed. Statutory letter sequences reference the Housing Grants, Construction and Regeneration Act 1996 and the Late Payment of Commercial Debts Act 1998. Underlying numbers anonymised and rounded. More like this: construction sector page · Leeds accountancy story.