About
Chris Winters
Founder of Aravise.ai. Applied-AI builder — I ship the same AI capabilities I teach, in production, for paying customers today.
LinkedIn ↗The people on the page are the people who coach and build.
I'm an applied-AI builder. I build AI agents that run in production for paying customers today, and our team brings that same hands-on practice to every engagement. When we work together, the people you meet are the people doing the work.
Most of my work is unglamorous on purpose: the compliance matrix behind every RFP, the account research reps do before every first call, the variance questions finance answers every close. That's where AI earns its keep, and it's where I've learned what sticks when real work shows up.
I built Aravise AI around that practice. Our team carries current research, tool knowledge, and active building experience into every engagement, so the work stays personal without the practice standing still.
How I decide what AI is worth building.
Most AI projects fail not because AI doesn't work, but because they're built backwards — starting with what AI can do and hunting for a home, instead of starting with the work. So before I build anything, for a client or for myself, it passes three gates. A healthy list loses half its items here, and that's the system working — catching a dead-end idea at the scorecard stage costs five minutes; discovering it a quarter in costs the quarter.
Gate 1 — Real work
Does it attach to a workflow someone on your team runs every single week? Frequency beats wow — the hours hide in the boring, repeated work, not the flashy demo.
Gate 2 — Owned
Can your people run it, fix it, and extend it without me? I build with your team in the room so you leave with a capability on your payroll, not a black box with a login.
Gate 3 — Measured
Can we point to hours saved or work won — not vibes? Pick the number before you build, or you won't be able to defend the spend later.
The same three gates decide what gets built when we work inside a team's workflow instead of coaching the executive above it. Embedded AI Delivery →
Bring me your list — or nothing but questions.
Grab 15 minutes and we'll run your ideas through the three gates together — you'll likely find the one worth building, and a few worth skipping, before the call is over.