How we build

We build products as if they will be audited.

Principles

• Evidence-first: every claim traceable to sources
• Transparency over magic: explainable beats black box
• Search-native: discoverability is the core
• Maintainable: measure, log, test, observe
• Data minimization: collect and store only what is needed

Building blocks

• ingestion pipelines
• quality gates and dedupe
• embeddings and clustering
• search and ranking
• delivery via web, briefings, and alerts