AI that works starts with understanding what it's good at.
No magic bullets. The biggest AI advantage isn't just building AI features. It's using AI to ship faster with higher quality. I help your organization build that muscle, from AI-powered engineering workflows to production AI capabilities.
Use AI to ship better. Build AI into what you ship.
AI Readiness & Strategy
Assess where AI can accelerate your engineering and what AI capabilities are worth building. Not a slide deck. A prioritized roadmap grounded in what AI actually excels at today.
Engineering Acceleration
Integrate AI into your development workflow so your team ships faster with higher quality. Discovery, code review, testing, documentation. The tools and practices that make AI a daily engineering advantage.
AI Feature Implementation
When AI belongs in what you ship, I build it alongside your engineers. From context engineering to production deployment, with the product discipline to make it a real capability, not a demo.
Embedded partnership, not a black-box deliverable.
Discover
Deep dive into your organization, tech stack, and team dynamics to identify AI opportunities worth pursuing and the blockers standing in the way.
Prototype
Rapid proof-of-concept to validate the approach, measure real impact, and build confidence across engineering and leadership.
Build
Production implementation alongside your engineers. Your team builds the capability, not just the feature.
Transfer
Your team owns the outcome. Not just the code, but the organizational muscle to keep shipping AI independently.
Flexible engagements that meet you where your AI effort is today.
Discovery Sprint
Whether your AI effort is grassroots or top-down, this sprint assesses your organization's readiness and finds the real blockers. Prioritized roadmap with build-vs-buy recommendations grounded in your engineering reality.
Implementation Partnership
For teams that know what to build but need engineering depth to get AI into production. I embed with your engineers and build alongside them, from architecture through deployment, with continuous knowledge transfer.
Strategic Advisory
AI capabilities improve every quarter. For organizations that need ongoing guidance to keep pace. Architecture reviews, vendor evaluation, roadmap refinement, and the product discipline to keep your AI efforts compounding.
Engineering depth. Product discipline. AI pattern recognition.
I'm Josh Thomas. Twenty years building production software, five years in product management, and two years watching organizations succeed and fail at AI adoption. That combination is the point.
The engineering depth means AI features I help build actually ship. The hard part is never the model. It's the integration, the deployment pipeline, the error handling, the developer experience. Twenty years of shipping software is why that part works.
The product experience means every AI capability connects to a user need and a business outcome. I took Ionic Portals from concept to $2M ARR. I led AI-powered design-to-code tooling. I know the difference between technology that's interesting and products that matter.
I started Catalyst 5010 because I kept seeing the same pattern: organizations struggling to use AI effectively, whether that's accelerating how they ship or building AI into what they ship. The problem is almost never the technology. It's the gap between understanding what AI is good at and putting that understanding to work. That's what I close.
I've built products at venture-backed startups, mid-size SaaS companies, and publicly-traded enterprises.
AI isn't slowing down. Is your team keeping pace?
AI capabilities improve every quarter. Teams set up to ship are pulling further ahead. Let's talk about closing the gap for your organization, without the hype.
Book a 30-Minute Call Or email me directly