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A retrieval engine that handles proposal writing end to end and hands a human the exceptions rather than the queue. Aimed at dental office managers, writing down what only one person knows.
In short: Proposal Builder for Dental, Run by Retrieval is a retrieval engine aimed at dental office managers, covering proposal writing. It scores 85/100 on AltF Ideas, carried by demand (95) and held back by open field (69). Typical pricing is $3.0k–$59k per customer per year, with a first version reachable in about a month for $5.0k–$16k.
Dental teams lose proposals rebuilt from scratch that are 80% identical. It is the kind of task that is too small to fund and too costly to ignore. The error rate is tolerated because measuring it would cost more than the errors.
A retrieval engine that handles proposal writing end to end and hands a human the exceptions rather than the queue. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $2.4B |
|---|---|
| Category growth (CAGR) | 15% |
| Annual contract value | $3.0k – $59k |
| Pricing model | Usage-based |
| Time to first revenue | 52 days |
| Startup cost to MVP | $5.0k – $16k |
| Build effort | ~1 month |
Retrieval over private documents became cheap enough to run per query. Dental is growing at roughly 14% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
| A generalist AI tool | No domain grounding, so output needs full human review |
| An internal hire | Works until volume doubles, then breaks again |
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