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

ML SaaS Done Right

From Zero to One. From Stuck to Shipped. From Concept to...you get the point.

Book a free 30-minute consultation

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 Operations expert with over 25 years of experience. I've grown and managed teams from 0-70 developers and helped dozens of companies go from ideation to first users. I have a proven track record of rescuing stalled projects and building novel systems from the ground up.

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 are in the early stages of their ML journey. I can help you avoid common pitfalls and get your project off the ground quickly and efficiently. Typically, an engagement lasts from 1 - 6 months, costs in the $25,000 - $200,000 range, and wraps with something between a functioning prototype and production-ready system.

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

Project Highlight

residential real estate
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
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
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
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
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
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

Strategic guidance or hands-on implementation, I've structured my services to match common challenges. Need something custom-tailored to suit your needs? Reach out.

Rescue & Optimization

For when your ML project is stuck or not performing as expected

  • Comprehensive codebase and architecture review
  • Performance bottleneck analysis
  • Team capability assessment
  • Clear action plan for getting back on track
  • Investment: Starting at $5,000
  • Deliverable: Diagnostic report and improvement plan
ML Implementation Sprint

When you need hands-on help building your ML solution

  • 2-week focused development sprint
  • Direct access to my expertise
  • Daily progress updates
  • Knowledge transfer to your team
  • Investment: Starting at $12,000
  • 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: $5,000/month (3-month minimum)
  • Deliverable: Regular progress reports and strategic recommendations