4-week research pilot; approved public sources and the internal precedent library only; the colleague drafted research sections with citations.
Operating layerOnboardingAI teammates
Five category pages for sector-specific case studiesView categories →
Case study·CRE advisory
Market and regulatory research pack
From scattered local research — to a cited, reusable healthcare research pack
57%
Local research prep time reductionPer healthcare engagement vs. pre-pilot baseline
“It made external context fast enough to use consistently.”
UK CRE healthcare advisory firm·~120 healthcare property valuations per year·4-week pilot·United Kingdom
01Pilot envelope
Pilot length4 weeks
First signal72 hours
First ROI28 days
Team alongside4 seats · 2 colleagues
02What it owns
Reports toResearch Lead, dotted line to the Director on pack sign-off.
Owns
- Catchment briefing — ONS demographic context and Land Registry transactions, linked into the engagement section in Word
- Operator regulatory snapshot — latest CQC inspection rating, report date and key concerns, summarised with sources
- Comparable transactions log — Land Registry and market feed entries written back to the Salesforce engagement record
- Reusable location templates — research blocks published to SharePoint and reused across engagements in the same catchment
- Citation register — every claim in a research pack carries a working source link the reviewer can open
Does not do
- Valuation conclusions — surfaces evidence only; the valuer forms the opinion of value
- Operator interviews — drafts question lists; analysts run the calls and capture notes
- Off-list sources — never used unless the research lead approves the source first
Done looks like
Valuers open an engagement with the local context already cited and reusable. The research lead approves once; the section ships across engagements without rework.
03The team
AI teammates2
HannahPulls demographic, transactional and operator data from approved public sources and drafts the research section with linked citations.




MarcusVerifies every claim resolves to a live source in the precedent library and flags broken or stale references before review.


Human team4
- DirectorLeadership
- Research LeadResearch
- 2 Research analystsResearch
- 4 ValuersValuation
04Connected stack
05What it returned
57%Local research prep time reductionPer healthcare engagement vs. pre-pilot baseline
100%Claims with a live citationUp from spot-checked under the manual process
12Reusable location templates publishedCover the most-requested healthcare catchments
- Day 0Co-ordinator sessionApproved public sources, the internal precedent library and the first three answerable research questions agreed in one call.
- Day 3First signalFirst reviewed research section returned to a valuer with CQC and ONS context cited inline.
- Day 10Read-only draftsHannah drafts research sections daily into SharePoint; valuers correct three field-level mappings.
- Day 18Approval-gated writebackComparable transactions log writes back to the Salesforce engagement record after research lead review.
- Day 24Location templates publishedFirst 12 reusable catchment templates published to SharePoint and adopted on two live engagements.
- Day 28ROI reviewResearch lead and director sign off on baseline metrics; pilot extended to a second service line.
06Related templates
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Each design-partner pilot starts the same way: one workflow, the minimum useful context, and a first ROI signal measured in days.
