AI Consulting Services
Get expert guidance on building and scaling ML systems. Choose the engagement that fits your needs.
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.
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:
- • 30-minute 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
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 30-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.