Service
Data and machine learning platforms
AI is only as good as the data behind it. We build the pipelines, storage and machine learning infrastructure that turn scattered data into dependable inputs for analytics and AI features.
The result is data your team can trust and reuse, rather than one-off scripts for each project.
Where it helps
- Preparing company documents for search and AI assistants
- Consolidating data from several systems into one warehouse
- Building training datasets and evaluation sets for models
- Forecasting and classification models in production
What we build
Data pipelines
Reliable ingestion and transformation from your systems and third-party sources.
Vector databases and search
Embedding pipelines and vector search with PostgreSQL (pgvector) and managed services.
Fine-tuning
Adapting models to your domain when prompting and retrieval are not enough.
Feature and training platforms
Reusable features, datasets and training workflows for machine learning teams.
Data quality and governance
Validation, lineage and access controls so data stays correct and compliant.
How we deliver
- 01
Discover
We map your workflows, data and constraints to find the highest-leverage AI opportunities.
- 02
Prototype
Within weeks you get a working prototype tested against real data and a clear evaluation baseline.
- 03
Engineer
We harden the system: security, evals, observability and a UX your team actually wants to use.
- 04
Scale
We ship to production, monitor quality and costs, and keep improving as models evolve.
Data & ML Platforms: common questions
Do we need a data platform before starting with AI?
Not always. Many projects start with a focused pipeline for one use case, then grow into a shared platform as more use cases appear.
When is fine-tuning worth it?
When a model must follow a specialised format, vocabulary or style consistently and retrieval or prompting can't get there. We test the cheaper options first.
Can our data stay in Canada?
Yes. We can design storage and processing in Canadian cloud regions when data residency is required.
Related services
- AI Agents & AutomationAutonomous agents that plan, use tools and complete multi-step work across your systems — with humans in the loop where it matters.
- LLM-Powered ProductsCopilots, semantic search and generative features designed around real user journeys, not demos.
- Product EngineeringFull-stack web and mobile platforms engineered for reliability, accessibility and speed.
Let's talk about data & ml platforms
Tell us what you want to build. We reply within one business day with honest advice and next steps.