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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: Retrieval-Powered Proposal Builder for Office Managers is a retrieval engine aimed at dental office managers, covering proposal writing. It scores 80/100 on AltF Ideas, carried by demand (96) and held back by feasibility (29). Typical pricing is $5.7k–$122k per customer per year, with a first version reachable in six to twelve months for $33k–$72k.
Dental teams lose proposals rebuilt from scratch that are 80% identical. Every dental team solves this the same way: someone stays late. Whoever knows how it works becomes a single point of failure.
A narrow retrieval engine scoped to proposal writing alone — no platform, no migration, no six-month rollout. Revenue is per-outcome, 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) | 14% |
| Annual contract value | $5.7k – $122k |
| Pricing model | Per-outcome |
| Time to first revenue | 79 days |
| Startup cost to MVP | $33k – $72k |
| Build effort | 6-12 months |
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 |
| A spreadsheet | The real incumbent in most of the market, and it is free |
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