An optimisation engine that handles maintenance planning end to end and hands a human the exceptions rather than the queue. Aimed at manufacturing maintenance leads, writing down what only one person knows.
In short: Manufacturing Maintenance Planner on Optimisation is an optimisation engine aimed at manufacturing maintenance leads, covering maintenance planning. It scores 72/100 on AltF Ideas, carried by moat (93) and held back by feasibility (21). Typical pricing is $13k–$199k per customer per year, with a first version reachable in six to twelve months for $39k–$94k.
Manufacturing teams lose maintenance done on a calendar rather than on condition. It is the kind of task that is too small to fund and too costly to ignore. The cost is invisible on any P&L line, which is why it never gets fixed.
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 | $1.7B |
|---|---|
| Category growth (CAGR) | 18% |
| Annual contract value | $13k – $199k |
| Pricing model | Managed service |
| Time to first revenue | 81 days |
| Startup cost to MVP | $39k – $94k |
| 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 |
|---|---|
| The incumbent suite | Sells a platform; this job is one neglected module inside it |
| An internal hire | Works until volume doubles, then breaks again |
| A generalist AI tool | No domain grounding, so output needs full human review |
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