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Lab services

Five services that power your ML pipeline

From first hypothesis to production MLOps — each service is designed to slot into our Lab 01–05 process or run as a standalone engagement.

ML prototyping sprint with engineers at the innovation lab

Service 01 · Lab 02

ML Prototyping

Turn hypotheses into working models in structured two-week sprints. We use the MLI Prototype Studio and Feature Forge toolkit to deliver demo-ready models with documented architecture, training pipelines, and initial benchmark results.

  • Rapid model builds for classification, regression, NLP, and vision
  • Interactive demo environments for stakeholder review
  • Technical documentation and handover notebooks
  • Starting from SGD 8,500 per sprint
Book a sprint
Experiment design session with tracking board and metrics

Service 02 · Lab 01

Experiment Design

Before writing a single line of code, we frame your experiment with clear hypotheses, success metrics, and data readiness assessments. Our Experiment Tracker and Dataset Curator tools ensure reproducibility from day zero.

  • Hypothesis workshops and metric definition
  • Dataset feasibility and PDPA compliance review
  • Experiment tracking setup with version control
  • Starting from SGD 5,200 per engagement
Design your experiment
Validation testing session reviewing model benchmark results

Service 03 · Lab 03

Validation Testing

Rigorous model validation before you ship. We run automated benchmark suites, A/B test frameworks, bias detection, and fairness scoring using our MLI Validation Suite — so you launch with confidence.

  • Automated benchmark pipelines and holdout testing
  • Bias detection and fairness scoring reports
  • A/B test design and statistical significance analysis
  • Starting from SGD 6,800 per validation cycle
Validate your model
Innovation sprint with cross-functional R&D team

Service 04 · Lab 01–03

Innovation Sprints

Cross-functional lab sessions that compress months of R&D into focused two-week blocks. Your product, engineering, and data teams work alongside our ML engineers to prototype, iterate, and validate in real time.

  • Facilitated sprint planning and daily stand-ups
  • Access to full MLI solution collection during sprint
  • Demo day with executive-ready presentation
  • Starting from SGD 18,000 per sprint block
Run a sprint
MLOps pipeline with continuous integration and monitoring

Service 05 · Lab 04–05

MLOps

Production-grade ML infrastructure with our MLI MLOps Pipeline and Sprint Deployer. Model registry, automated retraining, monitoring dashboards, and incident runbooks — so your models stay healthy after launch.

  • CI/CD pipelines for model training and deployment
  • Model registry with versioning and rollback
  • Production monitoring with drift and latency alerts
  • Starting from SGD 12,400 / month
Set up MLOps

Combine services into a lab programme

Our Sprint Lab and Scale Lab packages bundle these services at better rates. Talk to us about your timeline.

Get a custom quote