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Serafis

Narrative Intelligence

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Serafis is a structured intelligence service that indexes conversations from independent channels, including podcasts and interviews, alongside historical sources such as SEC filings, earnings calls, expert networks, and market research. It organizes this material so users can search across companies and themes, addressing the gap between traditional financial terminals and the discussion taking place on independent media.

The platform offers semantic search across curated transcripts, structured tags for companies and themes with relevance scores, and source-attributed AI queries that return timestamped citations with exact quotes. Delivery options include a REST API for programmatic access with entity resolution, an MCP Server that connects to AI agents such as Claude for discovery and synthesis across sources, and structured tables shared directly into Snowflake or BigQuery for SQL querying and joins with existing data. A mobile app is also available.

Serafis is aimed at research and investment workflows that need narrative data alongside conventional sources. Access is arranged through a demo, with integration options covering API, agent, and warehouse delivery.

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