Where ML experiments become products

MLInnovate was founded in Singapore to give fast-moving teams a structured path from hypothesis to production — without the overhead of building an internal ML lab from scratch.

Our story

We started MLInnovate after watching too many promising ML projects stall between prototype and production. Teams had ideas and data, but lacked the experiment discipline, validation frameworks, and MLOps infrastructure to ship with confidence.

So we built an innovation lab at one-north — a place where product teams, data scientists, and ML engineers work in structured sprints using our MLI solution collection. Every engagement follows our Lab 01–05 process: hypothesize, prototype, validate, integrate, and launch.

Today we partner with startups, scale-ups, and enterprise innovation units across ASEAN and APAC. Our programmes are priced in SGD, delivered in English, and aligned with Singapore PDPA requirements from the first dataset review.

38+Models launched
6.8wAvg. time to launch
94%Validation pass rate
MLInnovate innovation lab at Ayer Rajah Crescent one-north Singapore

How we work differently

Experiment first

Every project starts with a testable hypothesis and clear success metrics — not a technology wish list.

Validate before scale

Models must pass our validation suite — benchmarks, bias checks, and A/B tests — before they touch production.

Ship with MLOps

Launch includes monitoring, retraining triggers, and runbooks — not just a model file in a shared drive.

Transparent pricing

All packages quoted in SGD with no hidden compute costs. You know the investment before the lab opens.

MLInnovate machine learning lab workspace with experiment stations

Singapore innovation lab

Our lab is located at one-north, Singapore's research and development hub. We welcome client teams for sprint kick-offs, demo days, and validation reviews by appointment.

MLInnovate Pte. Ltd.
71 Ayer Rajah Crescent, #05-15
Singapore 139951

Phone: +65 6872 3341
Email: [email protected]
UEN: 201582937E

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