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A narrow retrieval engine scoped to RFP response alone — no platform, no migration, no six-month rollout. Aimed at lending loan officers, starting from data the business already produces.
In short: RFP Responder for Lending, Run by Retrieval is a retrieval engine aimed at lending loan officers, covering RFP response. It scores 78/100 on AltF Ideas, carried by monetisation (95) and held back by open field (33). Typical pricing is $4.6k–$98k per customer per year, with a first version reachable in about a quarter for $13k–$42k.
Lending teams lose a 200-question RFP answered by six people over a week. The work sits between two systems that were never designed to talk. Whoever knows how it works becomes a single point of failure.
A retrieval engine that handles RFP response end to end and hands a human the exceptions rather than the queue. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $2.0B |
|---|---|
| Category growth (CAGR) | 9% |
| Annual contract value | $4.6k – $98k |
| Pricing model | Per-outcome |
| Time to first revenue | 63 days |
| Startup cost to MVP | $13k – $42k |
| Build effort | ~1 quarter |
Retrieval over private documents became cheap enough to run per query. Lending is growing at roughly 12% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| A generalist AI tool | No domain grounding, so output needs full human review |
| An internal hire | Works until volume doubles, then breaks again |
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