Take one design all the way to the machine

PatternAI builds Patterns — the system that turns a single design into the exact production file your machine runs, powered by our engineered model, Mathical 1.0. We're engineers, designers and textile people turning frontier models into files a real factory runs, unedited. If you're drawn to hard problems with tangible output, we'd like to meet you.

Team

Role

Location

AI Research & Engineering

2 Open Roles

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AI Engineer

India (Hybrid)

What you will do

  • Train, evaluate, and optimize image generation models for garment quality and consistency.
  • Own model-serving reliability, latency, and monitoring in production environments.
  • Collaborate with product and design teams to convert workflow pain points into model improvements.

What we are looking for

  • Strong Python and deep learning fundamentals.
  • Hands-on experience with diffusion or transformer-based vision models.
  • Comfort with experimentation, ablations, and model-quality evaluation frameworks.

Forward Deployed Machine Learning Engineer

India (Customer-facing)

What you will do

  • Integrate PatternAI into customer workflows and build tailored generation pipelines.
  • Work directly with design, merchandising, and engineering stakeholders on solution delivery.
  • Feed field learnings back into core product and model roadmaps.

What we are looking for

  • ML engineering experience with strong product ownership mindset.
  • Ability to translate ambiguous business goals into measurable technical delivery.
  • Strong communication skills and comfort operating in cross-functional customer environments.

The principles behind how we build

Career principle visual

Faithful to the maker

The design that reaches the floor should be exactly the one that was approved — never a redraw of it. We hold ourselves to output a machine can run unedited, because someone's product depends on it being right the first time.

Career users principle visual

Build for the floor

We build for real factories and the people who run them. We'd rather ship a file that sews, weaves or cuts cleanly than a demo that only looks good on screen. Talk to the karigar, watch the machine, fix the real problem.

Career values principle visual

Honest by default

PatternAI is a high-trust, low-ego team. We say what's true — what works, what's still gated on a physical sign-off, what we haven't proven yet — and we assume good intent in disagreement. Everyone contributes; if something needs doing, the right person is probably you.

Frequently asked questions

Do you offer internships?+

We don't currently offer internships.

Can I get feedback on my application or interview?+

We're not able to provide feedback on resumes or interviews.

Can I re-apply if I'm not selected?+

Yes, you're welcome to re-apply after 12 months, or sooner if something materially changes about your experience or skills.

How long do I have to decide on an offer?+

Take your time. We're happy to give you space to think and finish any other interview processes you're going through.