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A narrow optimisation engine scoped to maintenance planning alone — no platform, no migration, no six-month rollout. Aimed at manufacturing ops teams, surfacing the exposure nobody has priced.
In short: Manufacturing Maintenance Planner is an optimisation engine aimed at manufacturing ops managers, covering maintenance planning. It scores 74/100 on AltF Ideas, carried by moat (97) and held back by feasibility (23). Typical pricing is $11k–$169k per customer per year, with a first version reachable in six to twelve months for $31k–$106k.
Manufacturing teams lose maintenance done on a calendar rather than on condition. A typical manufacturing operation runs this on people, memory, and a shared spreadsheet. It scales linearly with headcount, so growth makes it worse rather than better.
Maintenance planning handled by an optimisation engine, with a human signing rather than writing. Revenue is managed service, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $1.8B |
|---|---|
| Category growth (CAGR) | 17% |
| Annual contract value | $11k – $169k |
| Pricing model | Managed service |
| Time to first revenue | 87 days |
| Startup cost to MVP | $31k – $106k |
| Build effort | 6-12 months |
Solver capacity that once needed a research budget now runs on commodity hardware. 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 |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| An offshore back office | Cheaper per hour, but does not scale down to the tail |
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