Research. Product.Field dispatches.
What we're learning about multi-model AI, the markets we serve, and the decisions that can't afford to be wrong.
- Research·6 min read
Why Single-Model AI Fails in M&A Diligence
Three modes of failure we see consistently in deal work: confidence without verification, citation drift, and the missing Hard Conversation.
- Product·4 min read
The Hard Conversation: Why Your AI Should Push Back
Junior analysts don't push back on MDs. Associates don't push back on partners. Someone needs to say the thing no one wants to say.
- Research·5 min read
The MIT Research Behind Delibera's Architecture
Where multi-model deliberation came from, and why it took 10 months of research before we shipped anything.