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A retrieval engine that handles grant & funding tracking end to end and hands a human the exceptions rather than the queue. Aimed at hvac & plumbing dispatchers, at a tenth of what the enterprise suite charges.
In short: HVAC & plumbing Grant Tracker on Retrieval is a retrieval engine aimed at hvac & plumbing dispatchers, covering grant & funding tracking. It scores 74/100 on AltF Ideas, carried by feasibility (86) and held back by open field (42). Typical pricing is $1.8k–$36k per customer per year, with a first version reachable in a weekend for $2.0k–$6.0k.
HVAC & plumbing teams lose reporting deadlines discovered the week they are due. In most hvac & plumbing businesses this job has never had software written for it. The cost is invisible on any P&L line, which is why it never gets fixed.
A retrieval engine that sits beside the existing system, reads what it already produces, and closes grant & funding tracking. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $726M |
|---|---|
| Category growth (CAGR) | 18% |
| Annual contract value | $1.8k – $36k |
| Pricing model | Usage-based |
| Time to first revenue | 39 days |
| Startup cost to MVP | $2.0k – $6.0k |
| 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 spreadsheet | The real incumbent in most of the market, and it is free |
| An internal hire | Works until volume doubles, then breaks again |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
Accuracy is unforgiving here — one wrong output costs more than the subscription.
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