AI & Machine Learning Services

AI & Machine Learning That Ships

From RAG pilots to production-grade ML pipelines — outcomes you can measure.

MadPixel helps product and data teams move past demos. We embed senior engineers who design, build, and operationalize AI features inside your existing stack and governance model.

Schedule a Consultation · info@madpixel.ca

Who this is for

  • Product leaders who need AI features in the roadmap this quarter, not “someday”
  • Data/platform teams stuck between notebooks and reliable production services
  • Enterprises that require privacy, auditability, and clear ownership (especially under Québec Loi 25 expectations)

What we deliver

Retrieval-Augmented Generation (RAG) & assistants

Document ingestion, chunking, embeddings, evaluation harnesses, and guardrails for internal or customer-facing assistants.

ML pipelines & MLOps

Training/inference workflows, feature stores where justified, monitoring for drift, and CI for model/code changes.

Applied ML for productsHow we engage

Model Best when
Discovery & architecture Validate use case, data readiness, and build-vs-buy in 2–4 weeks
Embedded AI/ML engineers You own the product; we add senior delivery capacity
Scoped build MVP or production slice with acceptance criteria and eval metrics

What “done” looks like

  • A production path (not only a notebook)
  • Evaluation metrics tied to product or ops KPIs
  • Runbooks and ownership clear for your team after handoff
  • Privacy and security reviewed alongside delivery

Related services

Have a use case — or a stuck pilot?

Share the problem, the data you have (even if messy), and the decision owner. We’ll tell you honestly whether AI is the right lever.

Talk to MadPixel · ✉ info@madpixel.ca · 📍 Québec, Canada

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Ranking, recommendations, forecasting, classification — scoped to a business KPI, not a science fair.

Integration with your estate

APIs, event streams, data warehouses/lakes, identity, and logging so AI isn’t a shadow IT sidecar.

Responsible delivery

Data minimization, access control, prompt/PII handling, human-in-the-loop where needed, and documentation your compliance stakeholders can read.