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A retrieval engine that handles customer support end to end and hands a human the exceptions rather than the queue. Aimed at lending ops teams, proving value before anyone signs anything.
In short: Lending Support Agent on Retrieval is a retrieval engine aimed at lending ops managers, covering customer support. It scores 72/100 on AltF Ideas, carried by moat (93) and held back by open field (29). Typical pricing is $2.4k–$49k per customer per year, with a first version reachable in six to twelve months for $30k–$87k.
Lending teams lose the same forty questions answered by a human every day. Nobody owns this process, which is exactly why it keeps breaking. It scales linearly with headcount, so growth makes it worse rather than better.
Point a retrieval engine at customer support, and let people review output instead of producing it. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $989M |
|---|---|
| Category growth (CAGR) | 13% |
| Annual contract value | $2.4k – $49k |
| Pricing model | Usage-based |
| Time to first revenue | 51 days |
| Startup cost to MVP | $30k – $87k |
| Build effort | 6-12 months |
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 |
|---|---|
| A spreadsheet | The real incumbent in most of the market, and it is free |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
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