ML Architecture Review
How I Can Help
Advisory Call
$600 · 90 minutes - book call
A focused conversation about a specific challenge you’re facing. You bring the context, I bring experience from building ML systems at scale.
Good for:
Sanity-checking a technical decision
“Should we build or buy” questions
Getting unstuck on a specific problem
Exploring whether a deeper engagement makes sense
What you get: 90-minute video call + summary notes with key recommendations.
Focused Review
$4,000 · 1 week - book intro call
I diagnose the problem and tell you what to fix, fast.
Good for:
“Our serving latency is killing us”
“Is our training pipeline set up correctly?”
“We’re about to launch – what are we missing?”
Pre-investment technical due diligence
What you get:
60-min scoping call to understand the problem
Async review of your architecture, code, and docs
Action list: 3-5 prioritized fixes with implementation notes
30-min debrief to answer questions and clarify next steps
Comprehensive Audit
$12,000 · 2-3 weeks - book intro call
I assess your entire ML stack and build a roadmap to fix it.
Good for:
Platform-wide health check before major investment
Leadership wanting an outside perspective on systemic issues
Teams inheriting legacy ML systems
Post-mortem after a failed ML initiative
What you get:
Everything in the Focused Review, but across multiple systems
Stakeholder interviews with engineering, product, and leadership
Formal written report: technical findings, organizational gaps, and risk assessment
6-month roadmap with effort estimates, dependencies, and sequencing
Follow-up call 4 weeks later to check progress
What I Look At
Every review is tailored to your situation, but I typically assess:
Architecture & Design – Model serving setup, training infrastructure, feature pipelines, online/offline consistency, experimentation systems.
Operational Health – Monitoring and alerting, model freshness, debugging and rollback capabilities, incident response readiness.
Organizational Patterns – Team structure, ownership models, tech debt tradeoffs, build vs buy decisions.
How It Works
Reach out – Use the links above or reply to this page with a brief description of your situation.
Quick chat – We’ll have a 15-minute call to see if I can help and scope the engagement.
We go – Once we agree on scope, I’ll send an invoice and we’ll get started.
Questions?
What if I’m not sure which tier I need? Start with an advisory call. We’ll figure out the right scope together.
Do you sign NDAs? Yes, happy to sign a mutual NDA before we discuss anything sensitive.
What’s your availability? I take on 2-3 reviews per month alongside my full-time role. Reach out early if you have a timeline in mind.
Can you help with implementation after the review? My focus is on the review and recommendations. I can point you in the right direction for implementation support if needed.