Build AI That Thinks Like You Do
You are the expert in your field. Now, you want to translate into AI, at scale.. That's where I come in.

From Idea to AI in Four Weeks
How it works:
Discovery and Strategy
We dive into your business, learn how you make decisions, and scope the AI system.
Fast Prototype (2-4 weeks)
In two-to-six weeks, we deliver a functional AI system, ready to improve with actual user input and real-world data.
Refinement and Iteration
We finalize the AI for full-scale deployment, robust enough to handle complex tasks and multiple users.
Production-Ready AI
Scalable, high-performance AI tailored to your
business needs.
Many Teams Have Great AI Ideas But Can’t Translate Them Into Real-World Success
Here's what some of my AI projects look like in action:
Initial chatbot prototype can only answer surface-level questions, often hallucinates answers
AlexAI can handle complex, multipart questions and tasks at scale, highly rated by industry experts and politicians
Custom GPT built by VC firm to analyze pitch decks generates generic answers
AI agent that monitors all inbound decks, scores and ranks each one using explainable criteria and automatically uploads results to CRM
Language foundation, looking to preserve a niche German dialect on the verge of extinction
Custom, bi-directional transformer model trained on curated dataset, excited community of Fering language speakers and learners
Get Access to AI Expertise You Won't Get Anywhere Else

I’m hands-on with every project. My team scales my capacity, but I take full ownership, making sure every stage of the project delivers the very best results possible with today's AI.
My team and I blend the best of both worlds—academic expertise and Silicon Valley startup speed—to build AI solutions that actually move the needle.
Hi, I’m Tom
I lead a small, elite team of AI engineers specializing in high-stakes, knowledge-driven AI systems
I Build AI That Works For Humans
I translate your expertise into advanced AI systems that work in the real world.
Custom AI Systems
AI architecture built from the ground up to fit real-world tasks.
Fast Prototyping
Get an end-to-end working prototype within weeks, or even days.
AI Feedback Loop
AI that evolves with real-world feedback and integrates seamlessly into your existing workflows.
Explainable AI
AI that can handle nuanced, complex, and mission-critical tasks.
Who I Work With
I work with businesses and individuals tacking tough AI challenges and seizing new, exciting opportunities that AI opens up.
I work with companies that:
Already understand the potential of AI
Have a vision in mind but need help executing it
Need more than a cookie-cutter AI for complex challenges
Have an internal AI champion and are ready to test, refine, and deploy quickly
Want an AI system that fits into existing workflows
I've been working in AI since 2020. Here are some highlights:
Built an AI agent that helps a venture capital firm process 10x more pitch decks with greater objectivity.
Created an AI expert trained on Alex Epstein's research, used by industry professionals and policymakers.
Trained a Large Language Model on a German dialect threatened by extinction.
Built "Pitch Perfect," an AI sales coach for a leading scientific equipment company.
Created "AI Debate Arena" to stress-test AI agents on their persuasion skills.
Previously founded and exited a tech start-up.
Client Stories



Collaborating with Tom has been an absolute pleasure. His exceptional communication skills and steadfast commitment to partnership have made our work together both highly productive and genuinely enjoyable. Tom has a unique talent for balancing strategic vision with meticulous day-to-day execution, ensuring that even the most complex projects stay on track.
I look forward to more opportunities to work with Tom in the future.



Featured Substack articles
Follow me on Substack for technical deep-dives into AI and philosophy.
Let’s Build Something Smart Together
On a free 30-minute strategy call, we'll discuss your top AI priorities, identify which projects offer the fastest ROI, and build a realistic implementation roadmap. I'll also answer any AI questions you have.
Frequently Asked Questions
AI already excels at knowledge work across industries, and it's gaining new capabilities quickly. We skip the guesswork. In 2–4 weeks, we build a working prototype tailored to your specific challenge. This will show you exactly how AI can help.
This is rarely the blocker you think it is. Your team's expertise is invaluable data, and we know how to extract it. We also leverage external data, web research agents, and your existing documents (even unstructured ones like memos). You likely have what we need.
Security is critical, especially with proprietary data. We implement robust security measures from the start. As we build custom systems, we tailor security protocols to your specific needs and compliance standards. Your data stays yours.
Yes. The 2-4 week prototype is designed to build a solid, working proof-of-concept quickly. It lets us validate the core approach, get it into users' hands for feedback, and see AI tackle your challenge directly. While scaling complex systems takes longer, this proves the concept and value fast.
It depends on complexity, how mission-critical the system is, expected user load, and the specific challenges involved. As a ballpark, production-ready systems that handle complex, high-stakes knowledge work reliably at scale typically range from $50k to $250k+. We provide a precise quote after the initial prototype phase clarifies the full scope.