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A retrieval engine that sits beside the existing system, reads what it already produces, and closes risk assessment. Aimed at construction estimators, so the work stops following people home.
In short: Risk Scorer for Construction, Run by Retrieval is a retrieval engine aimed at construction estimators, covering risk assessment. It scores 75/100 on AltF Ideas, carried by demand (93) and held back by open field (44). Typical pricing is $900–$10k per customer per year, with a first version reachable in about a month for $5.5k–$13k.
Construction teams lose risk scored by whoever is free that afternoon. A typical construction operation runs this on people, memory, and a shared spreadsheet. Whoever knows how it works becomes a single point of failure.
A retrieval engine that handles risk assessment end to end and hands a human the exceptions rather than the queue. Revenue is flat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $420M |
|---|---|
| Category growth (CAGR) | 17% |
| Annual contract value | $900 – $10k |
| Pricing model | Flat SaaS |
| Time to first revenue | 30 days |
| Startup cost to MVP | $5.5k – $13k |
| Build effort | ~1 month |
Retrieval over private documents became cheap enough to run per query. Construction is growing at roughly 20% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| An internal hire | Works until volume doubles, then breaks again |
| A generalist AI tool | No domain grounding, so output needs full human review |
The data you need lives on paper in a back office; digitisation is half the product.
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