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Maintenance planning handled by an optimisation engine, with a human signing rather than writing. Aimed at manufacturing quality teams, taking the phone queue off a human entirely.
In short: Manufacturing Maintenance Planner on Optimisation is an optimisation engine aimed at manufacturing quality leads, covering maintenance planning. It scores 82/100 on AltF Ideas, carried by moat (96) and held back by feasibility (59). Typical pricing is $2.2k–$43k per customer per year, with a first version reachable in about a quarter for $18k–$56k.
Manufacturing teams lose maintenance done on a calendar rather than on condition. Nobody owns this process, which is exactly why it keeps breaking. The cost is invisible on any P&L line, which is why it never gets fixed.
A narrow optimisation engine scoped to maintenance planning alone — no platform, no migration, no six-month rollout. Revenue is usage-based, which suits a buyer who wants the cost to track the value rather than the seat count.
| Total addressable market | $792M |
|---|---|
| Category growth (CAGR) | 16% |
| Annual contract value | $2.2k – $43k |
| Pricing model | Usage-based |
| Time to first revenue | 48 days |
| Startup cost to MVP | $18k – $56k |
| Build effort | ~1 quarter |
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 |
| An internal hire | Works until volume doubles, then breaks again |
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
The buying cycle is slower than the build, so runway assumptions matter more than code.
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