AI & ML consultancy · Stockholm

You bring the problem.
We deliver the AI.

Turn ambition into ascent.

Milstra is an AI and ML consultancy in Stockholm. Our experts design, build and run AI systems: agents, copilots, machine learning models and the cloud platforms beneath them. You get working software in production, not extra headcount.

  1. You

    Bring a business requirement

    “Cut invoice handling time.” “Forecast demand.” “Let staff search our documents.”

  2. Milstra experts

    Design, build and test the solution

    Architecture, data, models, evaluation, security and cloud. One accountable team.

  3. Delivered

    AI running in production

    Handed over to your team, or run and improved by us.

Ways to work with us

Choose how you want it delivered.

Four ways to engage. The same Milstra experts behind every one.

Outcome-based project

A defined scope, delivered end to end by our team against agreed milestones, with a clean handover at the end.

Suited to a clear business problem that needs a working solution.

Managed AI service

We operate your AI after launch: monitoring quality and cost, retraining models, upgrading agents and keeping them secure.

Suited to AI systems that are live and need to stay reliable.

Advisory retainer

A senior Milstra expert who guides your AI strategy, architecture and vendor choices on a continuing basis.

Suited to leadership steering a wider AI programme.

Hourly consulting

Our experts engaged by the hour for advice, technical reviews or hands-on work alongside your team.

Suited to focused questions, reviews and short assignments.

Not sure which fits? Tell us the problem and we will recommend one. See how we work

AI & ML services

From the first use case to AI that runs your workflows.

Everything needed to take AI from idea to production, and keep it there.

01

Agentic AI & automation

AI agents and multi-agent workflows that plan, use tools and act inside your ERP, CRM and ticketing systems, with human approval where it matters.

Agent design · MCP & API integrations · Human-in-the-loop

02

Generative AI apps & copilots

Assistants, enterprise search and document intelligence grounded in your own data, so answers are accurate, cited and permission-aware.

RAG & GraphRAG · Document AI · Internal copilots

03

Custom machine learning

Predictive models built for your data: demand forecasting, anomaly and fraud detection, churn prediction, computer vision and NLP.

Forecasting · Computer vision · Anomaly detection

04

Private & fine-tuned models

Fine-tuned small and open-weight language models, hosted in the EU or on your own infrastructure, for when data can’t leave or cost and latency matter.

Fine-tuning · Open-weight LLMs · Sovereign hosting

05

LLMOps, MLOps & evaluation

The engineering that keeps AI reliable: automated evaluations, observability, drift monitoring, versioning and cost control for models and agents.

Evals · Tracing · Model lifecycle · AI FinOps

06

AI security & governance

EU AI Act and GDPR readiness, risk classification, guardrails and red-teaming against prompt injection and data leakage. Built in, not bolted on.

EU AI Act · Red teaming · Guardrails

07

Data foundations for AI

Pipelines, lakehouse platforms, vector databases and data quality, so your models and agents work from data you can trust.

Lakehouse · Pipelines · Vector search

08

AI-powered software engineering

Modernise legacy systems and speed up delivery with AI coding agents, and help your developers adopt them safely in their own workflow.

Coding agents · Modernisation · APIs

Industries

AI where it matters most.

We know the data, the regulations and the common requirements of the sectors where AI creates the most value.

Banking & insurance

Data-rich, highly regulated and full of manual processes that AI can take over safely.

Healthcare & life sciences

Better care and faster research, with patient data protected at every step.

Telecom

Networks, devices and millions of customers, where small improvements scale.

Manufacturing & industry

Higher quality and uptime on the factory floor, with AI that works next to people and machines.

Automotive & mobility

From the software-defined vehicle to the engineering and service processes behind it.

Retail & e-commerce

Sharper forecasts and more relevant experiences, online and in store.

Energy & utilities

Balancing supply and demand in a grid that changes every hour.

Public sector

Faster, fairer services for citizens, with AI that meets the highest bar for trust.

Explore industries

From requirement to production

Four milestones. No endless pilots.

  1. Milestone 1

    Discover

    We clarify the requirement, the data and the measure of success, and agree scope and price.

  2. Milestone 2

    Prove value

    A working prototype on your real data, evaluated against the success measure before you commit further.

  3. Milestone 3

    Build & ship

    Production-grade engineering: security, integrations, testing and rollout to real users.

  4. Milestone 4

    Run & improve

    Hand over to your team, or let us operate and improve it as a managed service.

Our experts

Delivered by Milstra’s own experts.

Every service is delivered by specialists on the Milstra team. The people who scope your project are the people who build it, so nothing gets lost along the way.

  • AI & agent engineers
  • ML & data scientists
  • Data engineers
  • Cloud architects
  • DevOps & MLOps engineers
  • AI security & governance

Why Milstra

Not a traditional IT consultancy.

Outcomes, not headcount

We commit to a result and own delivery. Placing individual consultants is the exception, not our business model.

Production first

Every engagement is designed to reach real users, with evaluation and monitoring from day one.

European by design

Based in Stockholm. GDPR, data residency and the EU AI Act are part of the architecture.

Vendor-neutral

We pick the model, cloud and tooling that fit your needs, and avoid lock-in where we can.

Let’s talk about your next milestone.

Send us the problem you want solved. A short description is enough. We’ll come back with how we’d approach it and the best way to deliver it.