Relm: multi-agent AI that finds hidden deal risk in commercial real estate
From an address to a sourced Intel Report and 10-year pro forma in minutes. Specialist AI agents research taxes, units, comps, permits and documents in parallel, and every number cites its source.
01 · Challenge
CRE diligence takes analysts days of pulling records, and fatal issues like CO mismatches, liens or reassessments often surface only after the LOI.
02 · Approach
Built a multi-agent system: units, tax, comps, POI and pro-forma agents run in parallel and show their reasoning and confidence.- Added document intelligence with OCR, extraction and vector search over rent rolls, OMs and leases.
03 · Results
- Days of diligence compressed into minutes.
- Every finding traceable to a source record.
- Enterprise tenant isolation across database, vector store and AI context.
The productFind hidden deal risk before you sign.
Intel Report
One search researches tax records, units, comps, demographics, listings and your documents in parallel.
Agent-built pro forma
A dedicated agent owns each line item and shows its reasoning, assumptions and confidence.
Chat analyst
Ask questions or request changes, each shown before and after, applied with one click and logged.
Document intelligence
OCR, extraction and vector search across rent rolls, OMs, P&Ls and leases.
Excel and PDF export
Flagged risks and the pro forma export to Excel or PDF for the investment committee.
Enterprise security
Tenant isolation across database, vector store and AI context, AES-256 encryption and an audit trail.
How it works
- STEP 01
Address
Enter any US property.
- STEP 02
Research
Units, tax, comps and POI agents run in parallel.
- STEP 03
Model
A 10-year pro forma builds itself, line by line.
- STEP 04
Decide
Review the flagged risks, then export to Excel or PDF.
IntegrationsWired into the systems that matter.
- LLMs
- Vector DB
- OCR
- Excel export
- 20+ data feeds
Built and shipped for Relm.
- Multi-agent AI
- LLMs
- RAG
- Vector search
- OCR
- Services used
- AI Agent DevelopmentEnterprise LLM & RAG
- Industry
- Real Estate
Building something similar?
Start with a free AI audit. You get a fixed-price plan after a 2-week discovery sprint.
