This episode was recorded live from the Ai4 conference podcast pavilion, where host Mac Goswami sat down with Binny Gill — CEO & co-founder of Kognitos, holder of ~100 patents, who previously helped scale a company from 20 to 6,000 people and a $7B market cap — about Kognitos's newly launched Context Graph for Finance: deterministic, hallucination-free AI for the office of the CFO.

What's Covered:

A Genius With Amnesia — Binny's framing of the core problem: an LLM is raw intelligence with no memory. Why prompts (instruction) and context windows (short-term memory) aren't enough, and how a context graph gives AI the long-term memory the brain runs on.

The Neuro-Symbolic Harness — How Kognitos runs your English SOPs deterministically — AI that is "not allowed to be creative" on every invoice, only tapping the graph when a real exception appears. Same input, same output, 100 times.

Extracting Tribal Knowledge — The processes that live only in John's or Vanessa's head. How Kognitos pulls that undocumented know-how directly from employees as they work — and auto-documents it as executable English.

Revenue Leakage & 100+ Signals — Why 1–1.5% revenue leakage happens at nearly every company, and how fraud detection, duplicate payments, and data cleanup ride on top of the context graph.

"Lack of ROI Is Actually Lack of Trust" — The most important idea in the episode. In POC mode everything works — but nobody ships to production, because if an auditor asks where a number came from and the answer is "the LLM," you're out. Kognitos's answer: full data lineage.

Governance in a Regulated Industry — Why a documented, human-approved process is inherently more ethical — and where Binny says you should use Claude, OpenAI, or Gemini instead.

Key Quote: "Lack of ROI is actually lack of trust. In POC mode everything works. Nobody trusts it to put in production."

Connect with Binny:
LinkedIn: https://www.linkedin.com/in/binnygill/
Kognitos: https://www.kognitos.com/

Follow and subscribe to AsembleAI: Spotify | Apple Podcasts | Amazon Music | iHeart Radio | YouTube | Substack

#Ai4Conference #FinanceAI #ContextGraph #NeurosymbolicAI #Kognitos #AsembleAI