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A retrieval engine that sits beside the existing system, reads what it already produces, and closes grant & funding tracking. Aimed at veterinary technicians, taking the phone queue off a human entirely.
In short: Retrieval Grant Tracker for Veterinary is a retrieval engine aimed at veterinary technicians, covering grant & funding tracking. It scores 80/100 on AltF Ideas, carried by monetisation (96) and held back by feasibility (61). Typical pricing is $4.0k–$85k per customer per year, with a first version reachable in about a quarter for $12k–$30k.
Veterinary teams lose reporting deadlines discovered the week they are due. The work sits between two systems that were never designed to talk. It scales linearly with headcount, so growth makes it worse rather than better.
A retrieval engine that sits beside the existing system, reads what it already produces, and closes grant & funding tracking. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $417M |
|---|---|
| Category growth (CAGR) | 17% |
| Annual contract value | $4.0k – $85k |
| Pricing model | Per-outcome |
| Time to first revenue | 65 days |
| Startup cost to MVP | $12k – $30k |
| Build effort | ~1 quarter |
Retrieval over private documents became cheap enough to run per query. Veterinary is growing at roughly 16% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
| An internal hire | Works until volume doubles, then breaks again |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
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