For startups
Advisory
I help early-stage teams get their AI strategy and engineering right, drawing on a decade in AI and hands-on experience shipping and running products almost entirely with AI.
452+
Companies advised at DoiT
10 yrs
Building in AI and ML
GDE
Google Developer Expert & mentor
13K+
Across LinkedIn, YouTube & Medium
How I can help
AI strategy and roadmap
Where AI actually creates leverage in your product, and where it is a distraction. Practical prioritization, not hype.
AI-driven engineering
Setting up the workflows, agents and guardrails to ship faster with a smaller team, the same loop engineering approach behind my own ventures.
Technical due diligence
For investors or acquirers evaluating an AI product or team, an honest technical read before you commit.
Team and hiring
Structuring an early AI team, from the first ML hire to how engineers and coding agents split the work.
Google Cloud and the Google network
Deep, hands-on Google Cloud expertise as a Google Developer Expert, plus a well-connected network inside Google, useful for architecture calls, credits and the right warm intro at the right time.
Who this is for
Mostly pre-seed to Series A teams building AI-native products, plus investors who want a second technical opinion before a term sheet. If you are trying to figure out where AI fits, or you already bet on it and need to ship faster with a small team, that is the conversation.
How I engage
I typically advise in exchange for equity, not cash, using standard frameworks like FAST with a normal vesting schedule and cliff. Cash retainers are possible for heavier, ongoing engagements, but equity is the default starting point.
Let's talk
Send me a message with what you are working on and where you are stuck. I read everything myself.
Get in touch on LinkedIn