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A narrow long-context reviewer scoped to proposal writing alone — no platform, no migration, no six-month rollout. Aimed at home care schedulers, starting from data the business already produces.
In short: Proposal Builder Built for Schedulers is a long-context reviewer aimed at home care schedulers, covering proposal writing. It scores 77/100 on AltF Ideas, carried by timing (93) and held back by open field (57). Typical pricing is $2.7k–$53k per customer per year, with a first version reachable in about a month for $6.5k–$20k.
Home care teams lose proposals rebuilt from scratch that are 80% identical. Every home care team solves this the same way: someone stays late. The backlog only surfaces when a customer or an auditor finds it first.
Point a long-context reviewer at proposal writing, and let people review output instead of producing it. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.2B |
|---|---|
| Category growth (CAGR) | 22% |
| Annual contract value | $2.7k – $53k |
| Pricing model | Usage-based |
| Time to first revenue | 51 days |
| Startup cost to MVP | $6.5k – $20k |
| Build effort | ~1 month |
Million-token context windows made whole-document reasoning possible in one pass. Home care 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 |
| An internal hire | Works until volume doubles, then breaks again |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
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