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RFP response handled by a retrieval engine, with a human signing rather than writing. Aimed at energy ops teams, starting from data the business already produces.
In short: RFP Responder Built for Ops Teams is a retrieval engine aimed at energy ops managers, covering RFP response. It scores 71/100 on AltF Ideas, carried by timing (93) and held back by feasibility (42). Typical pricing is $5.3k–$112k per customer per year, with a first version reachable in six to twelve months for $34k–$108k.
Energy teams lose a 200-question RFP answered by six people over a week. A typical energy operation runs this on people, memory, and a shared spreadsheet. Whoever knows how it works becomes a single point of failure.
Point a retrieval engine at RFP response, and let people review output instead of producing it. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.6B |
|---|---|
| Category growth (CAGR) | 19% |
| Annual contract value | $5.3k – $112k |
| Pricing model | Per-outcome |
| Time to first revenue | 61 days |
| Startup cost to MVP | $34k – $108k |
| Build effort | 6-12 months |
Retrieval over private documents became cheap enough to run per query. Energy is growing at roughly 18% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| A generalist AI tool | No domain grounding, so output needs full human review |
| 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 incumbent is a person, and displacing a person is a change-management problem.
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