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A retrieval engine that handles proposal writing end to end and hands a human the exceptions rather than the queue. Aimed at automotive owner-operators, replacing the spreadsheet that currently holds it together.
In short: Automotive Proposal Builder on Retrieval is a retrieval engine aimed at automotive owner-operators, covering proposal writing. It scores 73/100 on AltF Ideas, carried by moat (86) and held back by timing (53). Typical pricing is $5.1k–$109k per customer per year, with a first version reachable in about a quarter for $14k–$41k.
Automotive teams lose proposals rebuilt from scratch that are 80% identical. In most automotive businesses this job has never had software written for it. Most operators assume this is simply the cost of doing business.
A retrieval engine that sits beside the existing system, reads what it already produces, and closes proposal writing. Revenue is per-outcome, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1000M |
|---|---|
| Category growth (CAGR) | 12% |
| Annual contract value | $5.1k – $109k |
| Pricing model | Per-outcome |
| Time to first revenue | 65 days |
| Startup cost to MVP | $14k – $41k |
| Build effort | ~1 quarter |
Retrieval over private documents became cheap enough to run per query. Automotive is growing at roughly 13% a year, and this job has not been re-tooled since it was designed around paper.
| Who | The gap |
|---|---|
| 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 suite | Sells a platform; this job is one neglected module inside it |
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