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A narrow retrieval engine scoped to claims & appeals alone — no platform, no migration, no six-month rollout. Aimed at construction project managers, writing down what only one person knows.
In short: Retrieval Appeal Drafter for Construction is a retrieval engine aimed at construction project managers, covering claims & appeals. It scores 72/100 on AltF Ideas, carried by moat (94) and held back by monetisation (35). Typical pricing is $1.0k–$21k per customer per year, with a first version reachable in about a month for $7.0k–$21k.
Construction teams lose denials abandoned because appealing costs more than the claim. It is the kind of task that is too small to fund and too costly to ignore. It scales linearly with headcount, so growth makes it worse rather than better.
A retrieval engine that handles claims & appeals end to end and hands a human the exceptions rather than the queue. Revenue is seat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.5B |
|---|---|
| Category growth (CAGR) | 22% |
| Annual contract value | $1.0k – $21k |
| Pricing model | Seat SaaS |
| Time to first revenue | 47 days |
| Startup cost to MVP | $7.0k – $21k |
| 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 |
|---|---|
| A generalist AI tool | No domain grounding, so output needs full human review |
| A spreadsheet | The real incumbent in most of the market, and it is free |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
Integrations with the incumbent system of record are undocumented and gatekept.
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