I help AI startups scale faster by fixing the workflows that stall real growth.
I find where manual work is slowing you down, whether that's in your product or growth engine, and I help you automate it.
Book a Call
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I find where manual work is slowing you down, whether that's in your product or growth engine, and I help you automate it.
Book a Call
I work with early-stage AI startups on two things:
If your outreach gets low reply rates, personalization stops at basic Apollo info, or your team needs help with scaling your campaigns:
*The cold email that got you here is an example of what I build.
If your model outputs are inconsistent, you're shipping updates blind, or you don't have a systematic way to catch what's breaking:
When I needed a website, I didn't wait to "learn web development properly." I spent a weekend figuring out what tools existed (Cursor, Claude, GitHub, Vercel), built it, deployed it, and moved on.
That's how I approach every workflow problem:
Map every manual step and find where time is wasted
Figure out what tools, APIs, or integrations can replace the manual parts
Build it, test it, ship it
Iterate when it breaks
Here are a few resources that show you how I think and work:
A breakdown of the automated research, scoring, and personalization workflow I built to reach you.
A detailed workflow for systematically testing LLM outputs, catching failure modes, and turning unreliable AI features into production-ready products.
These aren't polished portfolio pieces. They're simply working documents that show my process.
(And Why I'm Doing This)
I left college for a simple reason: it’s an inefficient way to learn.
The most efficient way to learn how to ride a bike is to ride a bike, not by watching tutorials and learning balance theory. In most universities, you spend years talking about the work instead of actually doing it. Lectures explain how things might work in theory, but it’s irrelevant if not applied to actual work.
And I realized that if the goal is to build real products and provide real value, the fastest way to do that is to simply start doing it. No BS certifications or LinkedIn endorsements. Because at the end of the day, the only thing that matters is whether you can create something valuable for other people.
Sources: CNBC (2023), Brookings Institution (2024). Adjusted for inflation.
If you're dealing with an AI product that's inconsistent or an outreach process that's burning time, book a 15-minute call.
We'll talk about what's not working, and I'll tell you if I can help. If I can't, I'll point you toward someone who can.
