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A narrow retrieval engine scoped to grant & funding tracking alone — no platform, no migration, no six-month rollout. Aimed at hvac & plumbing field supervisors, built for one person, not a department.
In short: Retrieval-Powered Grant Tracker for Field Supervisors is a retrieval engine aimed at hvac & plumbing field supervisors, covering grant & funding tracking. It scores 71/100 on AltF Ideas, carried by timing (90) and held back by open field (45). Typical pricing is $4.5k–$95k per customer per year, with a first version reachable in about a quarter for $14k–$39k.
HVAC & plumbing teams lose reporting deadlines discovered the week they are due. Every hvac & plumbing team solves this the same way: someone stays late. Most operators assume this is simply the cost of doing business.
A retrieval engine that handles grant & funding tracking 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 | $582M |
|---|---|
| Category growth (CAGR) | 19% |
| Annual contract value | $4.5k – $95k |
| Pricing model | Per-outcome |
| Time to first revenue | 61 days |
| Startup cost to MVP | $14k – $39k |
| Build effort | ~1 quarter |
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 |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
| A spreadsheet | The real incumbent in most of the market, and it is free |
Trust has to be earned before anyone lets this run unsupervised.
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