Swanloop

We build and we study.

AI systems that improve how organisations work.

Illustrated street in Linköping in autumn, with the cathedral spire in the distance and a Swanloop sign on a shopfront.

From Linköping. Grounded in real work.

Swanloop is a specialist team with backgrounds in artificial intelligence, machine learning, software engineering and economics.

We see how much work happens between systems: finding material, moving information and checking the same thing again. That is where we start. The aim is to give people more time for work that needs their judgment.

Sweden and public services are an important starting point. The questions of reliability, integration and value apply to many kinds of organisations.

Research. Build. Deploy. Learn.

Practical questions shape what we build. What we learn during development and deployment raises new questions to investigate. Research and Solutions are two parts of the same work.

A continuous loop: research shapes what we build, and building and deploying raise the next questions to investigate.
  1. ResearchInvestigate the practical questions
  2. BuildShape focused systems around the work
  3. DeployPut them into use with oversight
  4. LearnMeasure, follow up and refine

Swanloop Solutions

We build focused AI systems around real workflows. Existing systems, permissions and people’s responsibilities are part of the design from the start.

Explore Swanloop Solutions

Swanloop Research

We explore the practical questions behind dependable AI: what should be automated, how uncertainty is handled and how value can be measured.

Explore Swanloop Research

Expertise that reaches real operations

From user needs and system boundaries to dependable operations.

  • AI and machine learning
  • System integration
  • API design
  • Information architecture
  • Robust software architecture
  • Scalable operations
  • Information security
  • UX design
  • Digital accessibility
  • Workflow automation
  • Process mapping
  • Change management
  • Co-design with staff

Start with work that can be improved.

We build on the systems already in place, preserve human oversight where it matters and choose an outcome that can be measured.

Talk to Swanloop