A nerdy, bald programmer with glasses smiling at you like he knows what's going on.

From Idea to Revenue

Transforming ideas into reliable, scalable startups.

Are you starting from scratch or have an existing project that just can't get over the line? I'm here to help you. I'm a seasoned ML, Python, and Startup Operations expert with over 25 years of experience. I've built dozens of systems from the ground up, I've grown and managed teams from 0 to 70 developers, and I've helped over 20 startups go from ideation to first paying customers. I have a proven track record of rescuing stalled projects and building novel systems from the ground up.

Areas of Focus

Early-stage Startups
Large Language Models
Machine Vision
ML Training Pipelines
Python APIs
Really Big Databases
Cloud (AWS, Azure, GCP)
Natural Language Processing

The Sweet Spot

I've worked in the tech industry long enough to know that every project doesn't need my help. I'm most effective when working with small to medium business who have projects in the early stages. I can help you avoid common pitfalls and get your project off the ground quickly and efficiently. Typically, an engagement lasts from 2 - 6 months, costs in the $50,000 - $200,000 range, and wraps with a production-ready system. I also offer on-demand reviews for those times when you just need a quick expert opinion to get unstuck. Check out the details below to see how I can help you.

If you want more insights into how I think and work, feel free to peruse my essays & articles on AI, Machine Learning, and Startup Growth »

Project Highlights

residential real estate

residential real estate

I developed a custom real estate valuation model that uses machine learning to predict the price of residential properties for a residential real estate investment company.

machine learning real estate python data science
commercial real estate

commercial real estate

I lead a team that developed multiple valuation models for a commercial insurance company that uses machine learning to predict the total value of portfolios commercial properties.

machine learning real estate python data science
parking machine vision

parking machine vision

I developed a machine vision solution using off-the-shelf cameras and custom machine vision models that identified individual vehicles where license plate readers wouldn't fit.

machine vision internet of things ensemble models parking python data science
fitness wearable

fitness wearable

I worked on a team that designed and developed a custom fitness wearable with a custom ML model that could be updated near real-time with user-specific models from the cloud.

machine learning internet of things wearables python data science
robotics training pipeline

robotics training pipeline

I built a custom labeling and training pipeline with custom APIs for a robotics machine vision application that expedited pipe thread inspection tasks for oil and gas pipeline company.

machine vision robotics labeling python data science
llm surveys

llm surveys

I designed and developed an LLM persona generation, survey answering, and summarization sytem for a market research firm that outpaced human-surveys by orders of magnitude.

large language models apis ensemble models python data science

Solutions That Match Your Needs

Whether you need a quick expert opinion or a full hands-on implementation, my services are structured to provide the right level of support. Start with an on-demand review to get unstuck, or engage me on a project basis to bring your system to life.

On-Demand Reviews

Get asynchronous, expert feedback on your project without the need for live meetings. I'll personally record a detailed video walkthrough for you to review on your schedule.

On-Demand Quick Review

For that one nagging question that's slowing you down. Get stuck vibe-coding your next billion-dollar idea? Get a fast, expert opinion to get unstuck and move forward.

  • Best for: A single, focused technical question.
  • Process: Submit your code snippet or question. I'll record a personalized video response.
  • Investment: $125
  • Deliverable: A focused 10-minute video review, delivered within 2 business days.

Expert Code & Architecture Review

A deep technical audit of your implementation. I'll dive into your codebase, cloud setup, or database schema to identify performance bottlenecks, security risks, and opportunities for improvement to ensure your system is scalable and reliable.

  • Best for: Reviewing an existing codebase, API, database schema, or cloud infrastructure.
  • Process: Provide access to your repository, diagrams, and technical context. I'll conduct a thorough review.
  • Investment: $850
  • Deliverable: A 30-to-60-minute video walkthrough and written summary, delivered within 3 business days.

On-Demand Project Deep Dive

Strategic validation for your project plan or new idea. Before you write a line of code, I'll assess your project plan, technical approach, and feature roadmap to help you avoid common pitfalls and ensure your vision is technically feasible.

  • Best for: Evaluating a new project idea, product roadmap, or technical strategy before development begins.
  • Process: Submit your project brief, business goals, and proposed technical stack. I'll analyze the complete picture.
  • Investment: $850
  • Deliverable: A 30-to-60-minute video walkthrough and written summary, delivered within 3 business days.

Project Engagements

For when you need dedicated, hands-on support to build, rescue, or guide your ML initiative.

ML Implementation Sprint

When you need hands-on help building your ML solution

  • • 1-month focused development sprint
  • • Direct access to my expertise
  • • Daily progress updates
  • • Knowledge transfer to your team
  • Investment: Starting at $12,500/month
  • Deliverable: Production-ready code and documentation

Strategic Advisory Retainer

Ongoing guidance for complex ML initiatives

  • • Weekly strategy sessions
  • • Architecture review
  • • Team mentoring
  • • Priority access for technical questions
  • Investment: $3,000/month
  • Deliverable: Regular progress reports and strategic recommendations

Let's get the conversation started

Have a question or ready to discuss your project? Fill out the form below and I'll get back to you within 24 hours.