Data Science leaders.

Achieve robust, enterprise-grade document intelligence.

Achieve robust, enterprise-grade document intelligence.

The structured data challenge.

You need reliable data extraction, not probabilistic results. Standard LLMs or prompting setups are inconsistent, hard to benchmark, and nearly impossible to version or retrain for compliance. Maintaining accuracy across document variations drains valuable time.

You need reliable data extraction — not probabilistic results. Standard LLMs or prompting setups are inconsistent, hard to benchmark, and nearly impossible to version or retrain for compliance. Maintaining accuracy across document variations drains valuable time.


The Cambrion solution.

Cambrion turns unstructured data into structured, schema-based outputs; repeatable, controlled, and model-agnostic.

  • Integrate different models (Anthropic, Gemini, or latest open-source models).

  • Enforce deterministic logic while maintaining LLM flexibility.

  • Deploy controlled agent pipelines directly into production environments.

Why Cambrion?

Higher accuracy: Schema-driven extraction outperforms prompting-based tools.

Reproducibility: Versioned pipelines with full traceability.

Model-agnostic: Choose or switch underlying models anytime.

Collaboration-ready: Empower teams to iterate without breaking production.

Examplary use cases.

Evaluate agentic pipelines within one controlled environment.
Replace fragile prompts with reliable extraction logic.
Build domain-specific agents that scale across departments.

How Zoll Experts automates invoices

Cambrion turned Zoll Experts’ commercial invoice handling into a smooth, automated process.

Start automating your documents.

Cambrion eliminates the bottlenecks in document-based workflows.