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A retrieval engine that handles RFP response end to end and hands a human the exceptions rather than the queue. Aimed at hvac & plumbing dispatchers, starting from data the business already produces.
In short: RFP Responder Built for Dispatchers is a retrieval engine aimed at hvac & plumbing dispatchers, covering RFP response. It scores 74/100 on AltF Ideas, carried by monetisation (90) and held back by feasibility (48). Typical pricing is $11k–$159k per customer per year, with a first version reachable in six to twelve months for $42k–$118k.
HVAC & plumbing teams lose a 200-question RFP answered by six people over a week. Nobody owns this process, which is exactly why it keeps breaking. The error rate is tolerated because measuring it would cost more than the errors.
A narrow retrieval engine scoped to RFP response alone — no platform, no migration, no six-month rollout. Revenue is managed service, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $259M |
|---|---|
| Category growth (CAGR) | 16% |
| Annual contract value | $11k – $159k |
| Pricing model | Managed service |
| Time to first revenue | 81 days |
| Startup cost to MVP | $42k – $118k |
| Build effort | 6-12 months |
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 |
|---|---|
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| 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 |
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