I put AI to real work.
I'm Lior. I teach teams to work with AI, help organizations get past the pilot stage, build software inside small businesses, and ship my own products. All of it runs on the same AI setup I teach.
Bring me in to teach, to lead the change, or to build.
Same setup, three depths. Pick the one that matches where your team or business is today.
For teams
AI workshops
Two workshops for two different audiences. AI Basics is for non-technical people meeting AI properly for the first time. The Three-Legged Stool is for people who already use AI every day and want much more out of it: context, skills, no coding.
See both workshopsFor organizations
AI transformation
A workshop changes a few habits. Transformation changes how the work gets done. I find the processes where AI earns its keep, set up the shared context and skills your teams run on, and run the hackathon that gets them shipping real work in days, not quarters.
How I ran an AI hackathon that shipped production codeFor small businesses
Software built inside your business
Forward-deployed, not from a spec. I sit with your team, find the process that eats your week, and build the tool that does it: agents, automations and internal apps wired into the systems you already use.
Tell me about your business
And I build my own.
B2B and B2C products, each one started as an itch. Every product has its own engineer in the lab and its own colours. Here's where each one actually stands.
For businesses
Signew
Send a link. They sign on their phone. You get a verified PDF.
qsift
A recruiting copilot for hiring managers. Hire on the signal, not the noise.
Volley
Run every brand's social from one queue: trends in, posts drafted in each brand's voice, published everywhere.
Need one for your business?
The same way I build these, I build tools for one business at a time.
Tell me what you need
For people
Welltread
Movement programs for adults 40+, built around the body you have today.
Dibs
You saved it somewhere. Send it to Dibs and you'll actually find it again.
The Burr
Listens to your espresso grinder and counts down to your dose. No scale on the bench.
Revnut
Every car worth revving, ranked by the nuts who care.
Build logs
What I tried, what broke, and the numbers behind it. Written while building, not after.
Most "Pet-Friendly" Hotels Are Dogs-Only. I Built a Site to Say So Out Loud.
A four-day editorial bet against the pet-friendly hotel directory. What the Phase 0 data said, what we built, and the moat that makes it work.
The Claude Code Knowledge System I Actually Use Every Day
Most people leave Claude Code at its defaults. I built a triangle between Claude Code, GitHub, and Obsidian that makes every conversation start with full context. Here is what that looks like after months of real use.
Your AI Setup Is Missing Two Legs
Most people use AI as a chatbot. That's one leg of a three-legged stool. Here's how I built the other two — and why I open-sourced the setup.
How I Ran an AI Hackathon That Actually Shipped Production Code
Teams built live products in 3 half-days. Several got adopted into the CMS. Here's the format that made it work.
Revgineer is me.
Thirteen-plus years leading product and growth across consumer platforms and marketing tech: experimentation, funnels, teams and revenue. That experience now goes into the work above, with AI carrying far more of the load than it did a year ago.
Tell me what you need.
A workshop, a transformation, a tool for your business, or something that doesn't fit a box. A few lines are enough; I read every one.