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A narrow retrieval engine scoped to claims & appeals alone — no platform, no migration, no six-month rollout. Aimed at construction estimators, writing down what only one person knows.
In short: Appeal Drafter for Construction, Run by Retrieval is a retrieval engine aimed at construction estimators, covering claims & appeals. It scores 78/100 on AltF Ideas, carried by timing (90) and held back by moat (57). Typical pricing is $1.3k–$26k per customer per year, with a first version reachable in about a month for $6.0k–$20k.
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. Whoever knows how it works becomes a single point of failure.
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 | $787M |
|---|---|
| Category growth (CAGR) | 21% |
| Annual contract value | $1.3k – $26k |
| Pricing model | Seat SaaS |
| Time to first revenue | 43 days |
| Startup cost to MVP | $6.0k – $20k |
| 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 spreadsheet | The real incumbent in most of the market, and it is free |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
The incumbent is a person, and displacing a person is a change-management problem.
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