How I Work

No Fluff. Just Results.

Here's what working with me actually looks like. No corporate process theater. No death by meetings. Just building things that work.

What You Get When I'm Your AI Partner

Speed Without Shortcuts

I ship fast, but I don't cut corners. You get working software, not demos that fall apart.

Straight Talk

If something won't work, I'll tell you before we waste time and money. No sugarcoating.

Production-Ready

Everything I build is designed for real users, real load, and real edge cases from day one.

Measurable Results

We define success upfront. If we can't measure it, we're not building it.

What I Don't Do

  • Overpromise and underdeliver
  • Build AI for the sake of AI
  • Disappear for weeks without updates
  • Ship and ghost — I stick around
  • Charge for research you don't need
  • Hide behind jargon when things go wrong

What You Actually Get

  • Weekly progress updates (async or sync, your call)
  • Working demos you can actually test
  • Clean handoff docs when we're done
  • On-call support for critical launches
  • Honest timeline estimates (padded for reality)
  • Direct access — no account managers in between

The Process (Keep It Simple)

Four phases. Clear goals. No mystery. You always know where we are and what's next.

01

We Figure Out What You Actually Need

Not what's trendy. Not what sounds cool. What will actually move the needle for your business.

  • 1-2 hour discovery call to understand your pain points
  • I'll tell you if AI is even the right solution
  • Clear scope with success metrics we both agree on
02

Build Something Real, Fast

Within 1-2 weeks, you'll have something working to test. Not a PowerPoint — actual software.

  • Minimum viable version of the core feature
  • You can click it, test it, break it
  • Early feedback before we invest more time
03

Make Sure It Actually Works

Real testing with real scenarios. We catch the edge cases before your users do.

  • Test against your actual use cases
  • Find and fix the weird stuff
  • Make sure it's safe and reliable
04

Ship It, Support It

Launch is just the beginning. I make sure it keeps working and gets better.

  • Smooth rollout to your users
  • Monitoring so we catch issues fast
  • Iterate based on real usage data

Typical Timeline

First working demo: 1-2 weeks. Production-ready: 4-8 weeks, depending on complexity. I'll give you an honest estimate upfront, and I'll tell you immediately if anything changes.

Every project is different. Sometimes it's faster. Sometimes we discover complexity. Either way, you'll never be surprised.

Yes, I Use AI to Build. And So Should You.

Let's be real: I'm an AI engineer. Of course I use AI in my workflow. Copilot, Claude, GPT — they're in my toolkit every day. It would be absurd not to.

What this means for you: You get someone who actually knows how to leverage these tools to move faster without sacrificing quality. I don't blindly copy-paste AI output — I review, test, and take full responsibility for every line of code that ships.

AI-Assisted, Human-Verified

Every output is reviewed, tested, and owned by me.

Faster Iteration

More prototypes, more options, less wasted time.

Responsible Use

No sensitive data in prompts. No blind trust in outputs.

Full Accountability

AI wrote it? Doesn't matter. I ship it, I own it.

If you want someone who pretends AI doesn't exist, I'm not your guy. But if you want someone who knows how to use it properly to get you results faster — let's talk.

Ready to Build Something Real?

Let's talk about what you're trying to solve. No commitment, no pitch deck required.