AI for manufacturing
AI for manufacturers
Downtime predicted, defects caught, and decades of operator knowledge captured before it retires. 2x ROI in 90 days, or we work free.
Line-down events set the budget on fire.
Unplanned downtime is the most expensive hour in the plant, and it always arrives without warning.
Quality escapes reach the customer.
Manual inspection at line speed misses things. Every escape costs a relationship.
Your best troubleshooter retires soon.
Decades of diagnostic knowledge in one head, and no system that captures it.
What we build for manufacturers
Predictive maintenance.
Sensor data watched for failure patterns; work orders raised before the breakdown, not after.
Computer-vision quality inspection.
Defect detection at line speed on the boring, repeatable checks. People keep the judgment calls.
Production scheduling and changeover optimization.
Schedules built from real constraints and order data instead of the whiteboard.
Tribal-knowledge copilot.
SOPs and troubleshooting captured from your veteran operators, searchable from the floor.
Maintenance and downtime reporting.
Causes, costs and trends assembled automatically, so the next capex case writes itself.
Supplier document and cert chase.
Material certs and COAs requested, tracked and filed against every lot.
Proof, honestly
We have not published a case study in manufacturing yet. Here is the system we would adapt, and the founding-client terms.
No published manufacturing case study yet, and we say so. Founding clients get priority scheduling, direct founder involvement, and a co-published case study once the numbers are real. The 2x ROI guarantee applies from day one.
We guarantee 2x ROI inside 90 days. Our average client sees 4.1x within 120. The floor is the promise; the average is what actually happens.
The numbers in manufacturers
GE reports a 20% reduction in unplanned downtime from AI predictive maintenance (GE via UITG, 2025).
GE (via UITG industry roundup) · 2025
Computer-vision inspection reaches 98-99% defect-detection accuracy as an industry benchmark (Voxel51, 2025).
Voxel51 · 2025
Built around your rules
PIPEDA
Employee personal information handled to respect Canadian privacy law.
WorkSafeBC and OHS
Floor vision watches product and process, designed around worker privacy. Safety calls stay with supervisors.
Quality management systems
Built to live inside your ISO 9001 or equivalent QMS: records, traceability and signoff designed to your procedures. We do not certify systems; we build to pass your audits.
Export controls
Where controlled goods or technical data apply, everything deploys inside your environment and the data never leaves it.
Process data, drawings and recipes stay inside plant-controlled systems; nothing proprietary leaves your accounts or trains a model.
Tech choices for manufacturers
See the full capability mapClaude
Capturing operator knowledge into searchable SOPs and troubleshooting guides.
Modal
Scheduled sensor analysis and vision pipelines, GPU on demand.
Supabase
Downtime, quality and maintenance records store.
Run your numbers.
Your operations
Savings use the low end of our 25-50% hours-reclaimed range. The math is conservative on purpose.
The math
Calculated at the low end of every range.
If this math doesn't come true within 90 days, we work for free.
The hard questions
Free · 3-5 days
Know your number in five days.
We map your operations, find the highest-ROI automations, and hand you a ranked plan with the payback math attached. Yours to keep, whoever builds it.
Prefer to talk first? Book 15 minutes with James. No pitch deck.