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A long-context reviewer that sits beside the existing system, reads what it already produces, and closes proposal writing. Aimed at hospitality ops teams, so the work stops following people home.
In short: Proposal Builder for Hospitality, Run by Long context is a long-context reviewer aimed at hospitality ops managers, covering proposal writing. It scores 74/100 on AltF Ideas, carried by timing (94) and held back by open field (32). Typical pricing is $2.1k–$42k per customer per year, with a first version reachable in about a month for $6.5k–$20k.
Hospitality teams lose proposals rebuilt from scratch that are 80% identical. The work sits between two systems that were never designed to talk. Whoever knows how it works becomes a single point of failure.
A long-context reviewer that sits beside the existing system, reads what it already produces, and closes proposal writing. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $684M |
|---|---|
| Category growth (CAGR) | 13% |
| Annual contract value | $2.1k – $42k |
| Pricing model | Usage-based |
| Time to first revenue | 42 days |
| Startup cost to MVP | $6.5k – $20k |
| Build effort | ~1 month |
Million-token context windows made whole-document reasoning possible in one pass. Hospitality is growing at roughly 12% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| An internal hire | Works until volume doubles, then breaks again |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
| A generalist AI tool | No domain grounding, so output needs full human review |
Every customer wants their own edge cases encoded, so onboarding cost is the real constraint.
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