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Artificial IntelligenceDeliveredGenerative design assistant

Generative design assistant — Consumer products

Generative models proposing CAD variants under engineering constraints. Delivered for a consumer products client in Morbi.

Location
Morbi
Year
2020
Duration
7 weeks
Team
13 engineers
Interactive 3D · drag to rotate
5×
design iterations
−40%
mass
3.9
weeks saved

The challenge

Leadership wanted measurable results inside one quarter, with no disruption to running operations.

What we built

We owned the whole stack — hardware, firmware, models and dashboards — using PyTorch, nTop, Fusion 360 so there was one accountable team.

Delivery timeline

  1. Phase 1

    Discovery sprint and site survey

  2. Phase 2

    Prototype built and tested in the Motera lab

  3. Phase 3

    Pilot on site with before/after measurement

  4. Phase 4

    Scale-out, training and handover

Highlights

  • Operator training delivered in Gujarati, Hindi and English
  • Before-and-after measurements agreed with the client up front
  • Safety case reviewed with the client's EHS team
  • Remote monitoring and over-the-air updates included

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