Less prompting. More magic.
CHIFFON Frameworks builds and incubates new context-driven workflows for teams who are tired of unstructured data. We build the systems that make messy inputs clean, queryable, and governed. Tax lien markets, music production, financial research, enterprise operations. Different problems, same principle.
Practical AI, built for real workflows.
Our approach is simple: AI handles the structuring, humans make the decisions. We take off-the-shelf enterprise AI and build firm-specific context management on top of it. No black boxes, no mysterious outputs. Transparent systems that make your team faster.

AI tools are Smart. Make them Smarter for your Firm.
Structured knowledge systems for engineering, research, and operational teams. Version-controlled context that integrates with existing toolchains.
From spreadsheet wrestling to strategic thinking.
CHIFFON doesn't replace analysts. It frees them from the 70% of work that's just data formatting. Your team graduates from manual reconciliation to variance analysis, from copy-paste reporting to strategic recommendations. Same people, better leverage.

Thomas founded CHIFFON FRAMEWORKs in March 2025 to help small and mid-sized firms get more out of the institutional knowledge they already have. A Columbia graduate in Economics & Psychology, he spent the first stretch of his career in finance, strategy, and data roles at technology firms in New York. Across those roles, the gap between senior leadership and the junior teams beneath them came down to context: who knew where things lived, what a number meant, which definitions held across departments.
AI hasn't fixed this. Most deployments make it worse, because the tools invent the context they don't have. CHIFFON's premise is that AI becomes a real force multiplier only when the knowledge underneath it is organized and answerable to the business it serves.
Thomas now invests in, builds, and advises firms on context management. The goal is AI that works like a coworker, not a chatbot. CHIFFON works with firms of all sizes to turn unstructured institutional knowledge into something structured enough for you, your team, and your systems to use. Less prompting. More magic.
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