I build AI tools, automations, and products for businesses that operate in the real world. Product leader at Amazon, Whole Foods, Season Health, and Honor.
I build AI-powered tools and automations for businesses that operate in the real world. Small-batch software, workflow automation, custom AI agents — scoped tight, shipped fast.
I work inside your business to redesign how your team works with AI — identifying the highest-leverage workflows, building the automations, and training your people to use them.
Product and AI strategy for founders and teams figuring out what to build, how to adopt AI, and where it actually moves the needle.
Small businesses automating manual work. Founders making product decisions. Teams adopting AI and wondering where to start. Where software touches operations, people, or physical delivery — that's where I have both experience and passion.
These are my strong beliefs weakly held about AI, building, and strategy — unless you know better ones.
AI is a tool, not a feature.
You don't need an AI strategy. You need a strategy — then you figure out where AI accelerates it or makes previously impossible things possible.
Automation is not just cost savings.
Most people see AI as automation, and automation as cutting costs. They miss that it's also quality, speed, and capacity to do more. You can only save 100% of costs. You can grow infinitely.
The gap between thinking and doing is effectively zero.
The cost of trying an idea has collapsed. The companies and people who internalize this will reduce their time to insight and time to impact.
AI killed the roadmap.
Roadmaps were always guesses — a substitute for real data about what works. AI compresses the build → learn → iterate loop from months to days. Define your objective, ship something small, and let real results tell you what to do next.
Small companies are winning at AI.
AI diffusion is harder in large organizations — even the most technical ones — due to higher overhead, more legacy code, greater coordination cost. Small teams with AI leverage can outbuild whole departments and even whole companies.
Custom software is the new baseline.
Now that anyone can build anything, your competitors will have software tailored exactly to their needs. Your work should be in software, and your software should fit you like a glove.
Data cleanliness is overrated. Data observability is underrated.
AI can work with messy data. It can't work with data that doesn't exist. The bottleneck is what you're capturing, not how clean it is.
AI can automate anything — even things that aren't worth doing in the first place.
Before you automate something, make sure the process is right — and that it's actually delivering the result you want.
One in 100 people is living in the future.
AI is more than ChatGPT. The people who have fully leaned in aren't just faster — they're solving different problems, asking different questions, building things that weren't possible a year ago. That advantage compounds.
15 years of product leadership across grocery delivery, food-as-medicine, and elder care — businesses where software has to coordinate with real people doing real work.
If you're building something and think AI can help — or you're not sure yet — send me a note with a concrete ask.
noah@noahlevin.com