Innovate faster with machine learning that delivers.
Your ML innovation lab in Singapore
MLInnovate partners with fast-moving teams to run structured experiments, ship prototypes, validate models, and launch production ML — with transparent SGD pricing and PDPA-aware practices from day one.
Active experiment board
94% Validation pass
6.8w Avg. to launch
38 Models shipped
Pipeline progress — Q2 2025
Experiment Prototype Validate Launch
Spark
Spark Lab
SGD 7,200 / project
Hypothesis workshop (half-day)
One ML experiment design
Dataset feasibility review
Go/no-go recommendation report
Start lab
Most selected
Sprint Lab
SGD 22,000 / quarter
Two-week prototype sprints
2 solutions from MLI collection
Validation benchmarks included
Bi-weekly lab stand-ups
Start lab
Scale
Scale Lab
SGD 46,000 / quarter
Multi-model validation pipeline
MLOps integration setup
Dedicated lab engineer
PDPA data governance review
Start lab
Enterprise
Launch Lab
SGD 92,000+ / annual
Full MLI collection access
Enterprise MLOps platform
APAC rollout playbooks
C-suite innovation workshops
Start lab
Lab requirements
Clear hypothesis
A defined business question and success metric before we open the lab notebook.
Data access
Documented datasets, APIs, or sample exports with PDPA review completed upfront.
Product owner
Named internal champion available for weekly lab syncs and validation sign-off.
Launch criteria
Agreed accuracy, latency, and ROI thresholds tracked from experiment day one.
Lab 01
01
Hypothesize
Frame the experiment, define metrics, and assess data readiness.
Lab 02
02
Prototype
Build rapid ML prototypes with our MLI toolkit in two-week sprints.
Lab 03
03
Validate
Run rigorous benchmarks, A/B tests, and bias checks before scaling.
Lab 04
04
Integrate
Wire models into your stack with MLOps pipelines and monitoring.
Lab 05
05
Launch
Deploy to production with runbooks, alerts, and handover docs.
ML Prototyping
Rapid model builds and proof-of-concept demos in structured two-week sprints.
Experiment Design
Hypothesis framing, dataset audits, and experiment tracking from day zero.
Validation Testing
Benchmark suites, A/B frameworks, and bias analysis before you ship.
Innovation Sprints
Cross-functional lab sessions that compress months of R&D into weeks.
View all services
"We went from whiteboard hypothesis to a validated churn model in five weeks. The lab process kept us honest about what actually worked."
Arjun K. Head of Data, regional SaaS platform
"MLInnovate's Sprint Lab gave us two production models and an MLOps pipeline before our Series B close. Investors loved the velocity."
Sarah W. CTO, fintech startup (Singapore)
"Their validation framework caught a bias issue we would have shipped. That alone saved us a regulatory headache."
Daniel T. VP Product, logistics tech
Ready to open the lab?
Book a consultation with our Singapore innovation team. We respond within one business day.
Start your experiment
Built for fast-moving teams. MLInnovate is headquartered at one-north, Singapore, with delivery across ASEAN and APAC — English-language programmes, SGD pricing, and PDPA-compliant data practices.
