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Point a retrieval engine at risk assessment, and let people review output instead of producing it. Aimed at real estate property managers, starting from data the business already produces.
In short: Real estate Risk Scorer on Retrieval is a retrieval engine aimed at real estate property managers, covering risk assessment. It scores 70/100 on AltF Ideas, carried by timing (93) and held back by open field (26). Typical pricing is $2.2k–$45k per customer per year, with a first version reachable in about a month for $5.5k–$15k.
Real estate teams lose risk scored by whoever is free that afternoon. A typical real estate operation runs this on people, memory, and a shared spreadsheet. The cost is invisible on any P&L line, which is why it never gets fixed.
Risk assessment handled by a retrieval engine, with a human signing rather than writing. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $993M |
|---|---|
| Category growth (CAGR) | 14% |
| Annual contract value | $2.2k – $45k |
| Pricing model | Usage-based |
| Time to first revenue | 51 days |
| Startup cost to MVP | $5.5k – $15k |
| Build effort | ~1 month |
Retrieval over private documents became cheap enough to run per query. Real estate is growing at roughly 13% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| An internal hire | Works until volume doubles, then breaks again |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
| A spreadsheet | The real incumbent in most of the market, and it is free |
Trust has to be earned before anyone lets this run unsupervised.
An idea you cannot act on is entertainment. Four concrete steps, wired to tools already running on AltFTool.
Score problem urgency, willingness to pay, and reachable audience size before writing any code.
→ AltF IdeaLabAsk how they handle this today and what it costs them. If nobody can quantify the pain, the demand score is optimistic.
→ Survey BuilderCheck availability, DNS, and email authentication in one pass so your first outreach lands in an inbox.
→ AltF DomainOpsStand up intake, the review queue, and billing before you build the clever part.
→ AltF Flow