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Grant & funding tracking handled by a retrieval engine, with a human signing rather than writing. Aimed at hvac & plumbing owner-operators, going after the low-value tail everyone else skips.
In short: Grant Tracker for HVAC & plumbing, Run by Retrieval is a retrieval engine aimed at hvac & plumbing owner-operators, covering grant & funding tracking. It scores 73/100 on AltF Ideas, carried by timing (92) and held back by monetisation (35). Typical pricing is $1.2k–$24k per customer per year, with a first version reachable in a weekend for $2.5k–$7.0k.
HVAC & plumbing teams lose reporting deadlines discovered the week they are due. The work sits between two systems that were never designed to talk. The error rate is tolerated because measuring it would cost more than the errors.
Grant & funding tracking handled by a retrieval engine, with a human signing rather than writing. Revenue is seat saas, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $735M |
|---|---|
| Category growth (CAGR) | 13% |
| Annual contract value | $1.2k – $24k |
| Pricing model | Seat SaaS |
| Time to first revenue | 38 days |
| Startup cost to MVP | $2.5k – $7.0k |
| Build effort | Weekend |
Retrieval over private documents became cheap enough to run per query. HVAC & plumbing 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 |
| A generalist AI tool | No domain grounding, so output needs full human review |
| An internal hire | Works until volume doubles, then breaks again |
Every customer wants their own edge cases encoded, so onboarding cost is the real constraint.
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