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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, finding what the inspector would find, first.
In short: RFP Responder for Architecture, Run by Retrieval is a retrieval engine aimed at architecture principals, covering RFP response. It scores 70/100 on AltF Ideas, carried by moat (94) and held back by monetisation (30). Typical pricing is $2.1k–$42k per customer per year, with a first version reachable in six to twelve months for $36k–$106k.
Architecture teams lose a 200-question RFP answered by six people over a week. It is the kind of task that is too small to fund and too costly to ignore. The error rate is tolerated because measuring it would cost more than the errors.
A narrow retrieval engine scoped to RFP response alone — no platform, no migration, no six-month rollout. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $280M |
|---|---|
| Category growth (CAGR) | 16% |
| Annual contract value | $2.1k – $42k |
| Pricing model | Usage-based |
| Time to first revenue | 39 days |
| Startup cost to MVP | $36k – $106k |
| Build effort | 6-12 months |
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 |
|---|---|
| An internal hire | Works until volume doubles, then breaks again |
| A spreadsheet | The real incumbent in most of the market, and it is free |
| A generalist AI tool | No domain grounding, so output needs full human review |
Integrations with the incumbent system of record are undocumented and gatekept.
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