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A retrieval engine that handles RFP response end to end and hands a human the exceptions rather than the queue. Aimed at restaurants kitchen teams, proving value before anyone signs anything.
In short: RFP Responder for Restaurants, Run by Retrieval is a retrieval engine aimed at restaurants kitchen leads, covering RFP response. It scores 78/100 on AltF Ideas, carried by demand (96) and held back by open field (30). Typical pricing is $900–$9.0k per customer per year, with a first version reachable in about a month for $5.5k–$14k.
Restaurants teams lose a 200-question RFP answered by six people over a week. A typical restaurants operation runs this on people, memory, and a shared spreadsheet. The cost is invisible on any P&L line, which is why it never gets fixed.
A narrow retrieval engine scoped to RFP response alone — no platform, no migration, no six-month rollout. Revenue is flat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.0B |
|---|---|
| Category growth (CAGR) | 14% |
| Annual contract value | $900 – $9.0k |
| Pricing model | Flat SaaS |
| Time to first revenue | 22 days |
| Startup cost to MVP | $5.5k – $14k |
| Build effort | ~1 month |
Retrieval over private documents became cheap enough to run per query. Restaurants is growing at roughly 13% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
| An internal hire | Works until volume doubles, then breaks again |
| A spreadsheet | The real incumbent in most of the market, and it is free |
Trust has to be earned before anyone lets this run unsupervised.
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