About
Shams founded KnowYourCompany.ai after observing firsthand how equity research analysts spend 45-90 minutes validating every signal they find — a bottleneck he calls "the trust gap." With a background spanning cybersecurity and finance, Shams brings a unique perspective on building trustworthy AI systems for high-stakes decision-making. He leads product strategy and company vision at KYC.ai, working closely with research teams across buy-side firms, sell-side desks, and independent research shops to build tools that match how analysts actually work.
Areas of Expertise
Articles by Shams
Use Cases We Didn't Design
Three times in one week, our users did something with the product we never imagined. Each instance taught us something fundamental about the difference between building a tool and building a platform.
March 8, 2026
Users Start with Changes, Not Questions
We spent three months watching analysts use our system. We built one thing. They wanted something else entirely. The lesson was simple, and it changed everything about how we build: analysts don't start their day with questions. They start with changes.
March 2, 2026
We Taught Our AI to Say 'I Don't Know'
During a high-stakes demo, our system told a senior analyst it didn't have enough evidence to answer. She said: 'This is the first AI tool that's been honest with me.' Here's why building uncertainty into the product was the best decision we made.
February 22, 2026
Why I'm Betting on a New OS for Research
Not a new tool. Not a new database. Not a better chatbot. An operating system. Here's exactly what that means, and why I believe it deeply enough to stake my career on it.
February 14, 2026
Most AI Research Tools Are Just ChatGPT With Data
There's a wave of AI tools targeting equity research. Most share the same architecture: take an LLM, connect it to financial data, let analysts ask questions. It's a compelling demo. But it's not research infrastructure, and the distinction matters more than most people realize.
February 6, 2026
We Built the Wrong Feature
We built a dramatically improved search engine. The analyst looked at us and said, 'I don't want to search at all.' Here's what that Tuesday taught us about retrieval vs. orchestration, and why listening past the feature request matters.
January 29, 2026
My Job Isn't Finding Things. My Job Is Being Right.
A senior analyst said six words in a demo that reshaped our entire product. This is the story of how 'my job is being right' forced us to rebuild from the ground up, and what we learned about the difference between retrieval and conviction.
January 21, 2026
The 45-Minute Trust Gap
Every analyst I've observed pays a hidden cognitive overhead tax: 45 to 90 minutes of validation work between finding a signal and trusting it enough to act. This is the trust gap and most AI tools don't touch it.
January 13, 2026
The Modern Equity Research Stack
How AI is redefining how research teams think, decide, and invest. A framework for building systems where truth is foundational, relevance is orchestrated, and insight compounds.
January 5, 2026
Understanding Market Cycles: A Researcher's Perspective
How experienced researchers approach market cycles, sector rotation, and the rhythms that drive equity markets over time.
January 12, 2024
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