Manufacturing & logistics · An industrial manufacturer
Manufacturing: manuals that answer for themselves
The situation
Maintenance and operations knowledge lived in equipment manuals, SOP documents, and the heads of senior technicians. Getting an answer meant searching binders or waiting for the one person who knew — and unplanned downtime priced every minute of that wait.
A general AI assistant over generic documents missed the company’s equipment naming and procedures; buying premium-model seats for every shift was never going to clear the budget review.
What moved to Vidman AI
The company fine-tuned a model on its own manuals, SOPs, and maintenance logs through Vidman AI, running on dedicated GPUs billed per second, with the weights owned outright. Technicians now ask the documentation a question and get an answer in the company’s own terminology.
The model serves every site and every shift from one deployment — the cost profile stays flat even as coverage grows.
The outcome
- AI spend reduced significantly against the premium-seat rollout that never shipped
- Downtime reduced significantly — answers arrive in seconds, in the company’s own terms
- Senior technicians’ knowledge now outlives their shift patterns
Before
Answers in binders and inboxes; premium seats priced per shift
With Vidman AI
One owned model over the company’s documentation, every site, every shift
Illustrative, not measured.
Facing the same bill?
Estimate your workload on the rate card, or talk to us about the deployment pattern that fits.
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