Generative design assistant — Machinery
Generative models proposing CAD variants under engineering constraints. Delivered for a machinery client in Morbi.
- Location
- Morbi
- Year
- 2022
- Duration
- 26 weeks
- Team
- 9 engineers
- 15×
- design iterations
- −33%
- mass
- 7.4
- weeks saved
The challenge
The machinery team was relying on manual effort that could not keep up with volume, and every miss had a direct cost.
What we built
We ran a two-week discovery sprint, then built and fielded the system end to end on PyTorch, nTop and Fusion 360, with operator training and an SLA.
Delivery timeline
Phase 1
Discovery sprint and site survey
Phase 2
Prototype built and tested in the Motera lab
Phase 3
Pilot on site with before/after measurement
Phase 4
Scale-out, training and handover
Highlights
- Designed, built and supported from Motera, Ahmedabad
- Before-and-after measurements agreed with the client up front
- Runs on-premises; no data leaves the site unless agreed
- Safety case reviewed with the client's EHS team
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