I help investment firms, fintechs, and finance teams turn AI from hype into working tools — agents, research automation, and quant-grade modeling. Built and explained by someone who speaks both quant and code.
Most AI consultants don't speak finance. Most finance people don't build AI. Quant AI Lab is the intersection: a quant background, hands-on AI engineering, and the ability to explain both clearly enough to make a decision on.
Vendor-agnostic by design — I build on whichever model is best today, so every model release makes your tools better, not obsolete.
Three ways to work together — from figuring out where AI pays off, to shipping the software that delivers it.
Cut through the hype and find where AI actually moves the needle for your firm — and where it doesn't.
Working software, not slideware. Agents and AI tools built into your real workflows.
The differentiator a generic AI shop can't offer — modeling rigor from a finance-native builder.
Three principles behind every engagement.
I speak quant. Risk, sequence-of-returns, market regimes — you don't have to translate your problem into plain English first.
Built to swap models freely. You ride the improvement curve instead of being locked to one vendor's roadmap.
Real experiments with the caveats stated plainly. When something's a proxy or a limitation, you'll hear it — on the record.
Every claim I make, I show — and open-source. One example:
An unsupervised model, given only S&P 500 prices, found the market's volatility regimes on its own — and the real signal wasn't how high volatility was, but how fast it was rising.
It flagged the 2011, 2018, 2020 and 2022 stress periods with no labels and no hindsight. The caveat, stated openly: the regime fit uses whole-history data, so it carries look-ahead bias — fixing that with an expanding-window signal is the next experiment. That honesty is the point.
Full code & write-up, open on GitHub → quant-ai-vol-regimes
A low-risk path from first conversation to shipped work.
Tell me what you're trying to do with AI — or what you're unsure about. No pitch deck required.
A fixed-scope, fixed-price engagement that maps the highest-ROI AI use-cases for your firm, with a clear roadmap and honest risk assessment.
Turn the roadmap into working software — a prototype sprint or an ongoing advisory retainer, whichever fits.
You get something that works, documented so your team can run it — and a partner for the next step when you're ready.
The first conversation is free — and useful whether or not we work together.
Get in touch