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Field Note 09Ai4 2026
Making AI for Finance Reliable With Kognitos
Binny Gill
Founder & CEO · Kognitos
Reliable AI for Finance · 12:27
Las Vegas · August 2026
Las Vegas · August 2026
How AI can understand messy documents and human intent while keeping consequential finance workflows deterministic, auditable, and reliable.
Watch
The question we asked
“What does it take to let AI do real work in finance without letting it improvise where mistakes are unacceptable?”
The Field Note
Natural language can make business automation accessible to the people who understand the process without requiring them to translate that knowledge into traditional code.
In finance and accounting, interpretation can be probabilistic, but execution must remain explicit and controlled. Reliable systems separate understanding human intent from carrying out consequential actions.
Three things to take away
- 01Businesspeople should be able to describe workflows in the language they already use.
- 02Probabilistic interpretation and deterministic execution serve different purposes.
- 03Auditability and control are essential when AI acts inside financial operations.