Calcifer

Calcifer

Agentic AI & GraphRAG orchestration

A modular AI platform that extracts insights from structured and unstructured data with full traceability to source. Combines proven NLP with large language models in configurable pipelines. Cloud, on-prem, or on a single machine.

What Calcifer does

Calcifer sets up information-extraction pipelines, knowledge graphs, and agentic systems for natural-language interaction. It works with local and cloud-based models. For sensitive applications, it runs fully on your infrastructure with detailed logging.

  • Agentic orchestration

    Build workflows where agents call graphs, data lakes, and APIs. Agents reason, decide, and act. Composable, model-agnostic, and transparent.

  • Pipelines and processing

    Ingest and process diverse sources. Entity extraction, keyword extraction, timeline generation, and summarisation. Configure, run, and monitor each step.

  • GraphRAG

    Unify graph analytics and text retrieval for context-rich reasoning. Combine internal knowledge sources with LLM responses. Full traceability to source documents.

  • Extensible via MCP

    Integrate external tools and services via the Model Context Protocol. Standardised APIs, plug-and-play components, and pre-built connectors.

Built for complex information landscapes

Calcifer is easily adapted to fit specific contexts, from intelligence analysis and regulated domains to complex business operations.

Document intelligence

Extract entities, dates, organisations, and custom concepts from large document collections. Build timelines and knowledge graphs automatically. Full traceability to source page and paragraph.

Knowledge graph construction

Turn unstructured data into structured, queryable graph representations. Human-in-the-loop refinement. Connect insights across domains and time.

Natural-language interaction

Ask questions across your data in natural language. Retrieval-augmented generation grounded in your sources. Chat interfaces for apps and workflows.

Compliance and policy analysis

Navigate complex regulatory landscapes. Analyze policies, contracts, and regulations. Surface relevant provisions with full traceability.

Deployment options

Containerised microservices. Deploy to cloud, on-prem, or hybrid. Source code access available under contract.

Managed Cloud

Hosted in EU data centres. We handle updates, scaling, and maintenance.

Your Cloud

Deploy to your existing cloud environment. Your account, your region, your security policies.

On-Premises

Run within your network. No external dependencies. All processing stays internal. Works on a single server or a full cluster.

Want to see Calcifer in action?

Contact us to discuss your information landscape and what Calcifer can do with it.