
Small Language Models & On-Device AI
Compact, efficient models that run at the edge — low latency, full privacy.
Learn moreData Compass Labz builds production-grade AI systems — from small language models and agentic automation to real-time streaming intelligence — for teams across the Nordics and Europe.

Ten focused capabilities at the edge of applied AI.

Compact, efficient models that run at the edge — low latency, full privacy.
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Privacy-safe training data at scale — augment, balance, and unblock ML.
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Benchmark, stress-test and adversarially probe models before they ship.
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Cooperating agents with tool-calling, handoff and MCP/A2A protocols.
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Event processing and instant anomaly detection on Kafka/Flink pipelines.
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Enterprise knowledge graphs and graph-based retrieval for real reasoning.
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Token cost tracking, tracing and continuous evaluation in production.
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Embeddings, vector databases and semantic search at production scale.
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Real-time speech-to-speech agents and intelligent voice interfaces.
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Risk classification, documentation and conformity for EU AI regulation.
Learn moreA clear path from discovery to production.
We map your data, goals and constraints.
A working proof of concept in weeks, not quarters.
Production engineering with tests, CI and monitoring.
Observability, evaluation and continuous improvement.
A sample of recent engagements.
A quantized small language model running fully offline in a clinical setting, classifying intake notes without data leaving the building.
A Kafka/Flink pipeline scoring transactions in under a second, cutting review backlog and catching abuse as it happened.
A knowledge-graph retrieval layer that answers multi-hop regulatory questions with traceable, auditable sources.
Three quick questions to point you to the right service.
Field notes on the tools we build with.
On a narrow task, a fine-tuned 3B model can match a frontier API at a fraction of the cost — and never leak a token.
Read articleVector search retrieves what looks similar. For multi-hop questions about relationships, that is not enough.
Read articleThe Act is law. Vague policies will not satisfy an auditor. Here is what to have ready.
Read articleBook a 30-minute call. We will tell you honestly whether we can help.
Book a callPractical notes on data and applied AI. No hype, unsubscribe anytime.