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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 architecture principals, built for one person, not a department.
In short: Architecture RFP Responder on Retrieval is a retrieval engine aimed at architecture principals, covering RFP response. It scores 72/100 on AltF Ideas, carried by timing (93) and held back by moat (50). Typical pricing is $3.1k–$65k per customer per year, with a first version reachable in about a quarter for $16k–$45k.
Architecture teams lose a 200-question RFP answered by six people over a week. In most architecture businesses this job has never had software written for it. The error rate is tolerated because measuring it would cost more than the errors.
A retrieval engine that sits beside the existing system, reads what it already produces, and closes RFP response. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $141M |
|---|---|
| Category growth (CAGR) | 15% |
| Annual contract value | $3.1k – $65k |
| Pricing model | Per-outcome |
| Time to first revenue | 67 days |
| Startup cost to MVP | $16k – $45k |
| Build effort | ~1 quarter |
Retrieval over private documents became cheap enough to run per query. Architecture is growing at roughly 15% 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 |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
The buying cycle is slower than the build, so runway assumptions matter more than code.
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