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A geospatial model that handles site selection end to end and hands a human the exceptions rather than the queue. Aimed at manufacturing plant supervisors, so the work stops following people home.
In short: Automated Site Scorer for Manufacturing is a geospatial model aimed at manufacturing plant supervisors, covering site selection. It scores 75/100 on AltF Ideas, carried by moat (94) and held back by feasibility (59). Typical pricing is $1.2k–$23k per customer per year, with a first version reachable in about a quarter for $14k–$45k.
Manufacturing teams lose location decisions made on instinct and a drive-by. Every manufacturing team solves this the same way: someone stays late. The cost is invisible on any P&L line, which is why it never gets fixed.
Site selection handled by a geospatial model, with a human signing rather than writing. Revenue is seat saas, 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) | 18% |
| Annual contract value | $1.2k – $23k |
| Pricing model | Seat SaaS |
| Time to first revenue | 41 days |
| Startup cost to MVP | $14k – $45k |
| Build effort | ~1 quarter |
Satellite and census-linked data became licensable at startup prices. Manufacturing 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 generalist AI tool | No domain grounding, so output needs full human review |
| A vertical competitor | Priced and scoped for enterprise accounts, not this segment |
| An internal hire | Works until volume doubles, then breaks again |
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