About
Hi, I'm Shams. I love building products.
For close to a decade I've been turning raw data into intelligence that people can act on, across finance, data security and business.
I started at Barclays, building omnichannel banking applications across customer systems and payments. At Concentric AI, I helped lay the groundwork for every data pipeline, ingesting terabytes of data a day, and helped grow it into a platform that flagged active breaches and data residency issues in under 120 milliseconds.
Finance has always pulled at me. So with my closest friends, I set out to build the research platform we wished we had for our own investing. That became KnowYourCompany.ai, which I'm proud to lead as CEO.
The biggest lesson from building it: value alone doesn't sell. It has to be easy to use, easy to verify and easy to understand. Everything else is decoration.
These days I spend most of my time thinking about where AI will actually create value, and where all of this is heading.
Work
Alongside KnowYourCompany.ai, I work as a Fractional Head of AI: 5 to 15 hours a week, helping seed to Series A teams ship AI they can trust.
If you're hiring for something like this, or you're doing similar work yourself and want to compare notes, book time with me directly.
Writing
All posts →Timeline
- 2025 – now
Founder & CEO, KnowYourCompany.ai
Building the infrastructure for AI agents in finance: hybrid search with cited answers over 5,500+ companies, agentic monitoring and evals, 50+ demos, and 100+ conversations with fund managers and analysts across AMCs, PMSs and more.
- 2020 – 2024
Founding Engineer & Lead, Concentric AI
Production data systems processing 500M+ events a day; 0-to-1 pipelines serving 32 enterprise customers; US patent co-inventor.
- 2018 – 2020
Software Developer, Barclays Corporate Banking
Financial applications in a regulated bank; cross-site scripting protections across the MCA suite.
- 2017 – 2018
L2 Support APAC, IBM
Provided APAC support for IBM security systems, 2017 – 2018.
Built
- KnowYourCompany.ai
The AI platform for equity research.
- Pipelines at 500M+ events a day
0-to-1 data processing at Concentric AI that became core infrastructure for 32 enterprise customers.
- US patent
Scoring identity attribute confidence while certifying authorization claims (US Application No. 16/377,168).

