Text intelligence platform for processing unstructured documents at scale. Four-tier analysis from free signal extraction to LLM synthesis, with entity graphs, pattern recognition, and a critique layer that prevents hallucination propagation. Turns document corpora into actionable intelligence—legal discovery, research synthesis, compliance monitoring, operational intelligence.
Zero-cost preprocessing. Structural patterns, word frequencies, temporal references, entity extraction.
LLM-powered analysis. Discrete insight extraction from individual documents.
Correlation analysis. Recurring themes, contradictions, temporal evolution across documents.
Deep synthesis. Reports, recommendations, actionable intelligence.
Discovery processing, case intelligence, document review acceleration, contradiction detection.
Customer communication automation, exception patterns, supply chain audit intelligence.
Interview synthesis, qualitative analysis, theme identification, cross-study patterns.
Incident pattern analysis, root cause detection, compliance monitoring, quality improvement.
Python, provider-agnostic LLM orchestration, SQLite indexing. AGPL-licensed core with domain-specific adapters.
⟶ Natural language interface for document intelligence
⟶ Transform from analysis tool to intelligence platform
⟶ Professional interface ready for production
⟶ Major reliability breakthrough
Open-source system for personal knowledge management and reflection. Capture, organise, and preserve thoughts in formats designed for long-term durability. AI assists with organisation and pattern recognition while keeping you in full control of your data.
Personal vault for reflections, journals, and structured notes. Flexible templates that adapt to your workflow.
AI speaks about your content, not as you. Preserves authenticity while providing useful analysis.
Human-readable formats (Markdown, SQLite). Your data stays portable—no lock-in.
Pattern recognition across your personal knowledge base. Surface connections you might have missed.
Python, Flask, SQLite, multi-LLM integration (Claude, GPT). Works with Obsidian vaults. Runs locally on your hardware.
AGPL-3.0 licensed. Public launch planned Q1 2026.
⟶ Streamlined reflection capture workflow
⟶ Users can choose their preferred LLM provider
⟶ Improved user experience with dual-mode interface