Most pitches promise scalable AI on a data foundation that won't hold. I'm the independent advisor investors and founders call to find out which is which.
Most investors can read a market. Very few can assess whether the data architecture behind a pitch will hold at the scale being promised. When AI readiness and cloud platforms are central to a founder's story, there's often no one in the room who can tell you if the foundation is real. That's the gap I close.
Investors and founders bring me in when they need an independent read on data architecture, cloud platforms, or AI readiness. I've been inside enough diligence rooms to know exactly which technical claims hold up and what a weak foundation can cost.
My background spans data architecture, cloud platforms (AWS, Snowflake, Azure), AI readiness assessments, and data quality programs across pre-seed startups to global enterprises. I've evaluated 20+ companies at the intersection of data risk and investment decision-making, and I work directly with investors and founders preparing for the same scrutiny.
- VCs & Investors Independent assessments of data foundations and AI readiness that cut through pitch-deck optimism.
- Founders Data architecture and cloud platform strategy aligned to what investors, customers, and future hires will scrutinize.
- Enterprise Teams Cloud migrations, data quality programs, and AI readiness evaluations for teams making platform decisions that need to scale.
- M&A Teams Technical due diligence on data infrastructure, cloud architecture, and AI capabilities to surface integration risk before deals close.
The questions every
investor should ask.
- Can this team actually build what they're promising?
- Is the AI strategy realistic?
- Will the architecture scale?
- What technical risks could impact valuation?
- Should we invest, wait, or walk away?
Decisions made
with confidence.
Technical risk is often invisible.
Most investors can evaluate market opportunity and financials. Technology risk is frequently the least understood — and most expensive — source of investment failure.
Founder confidence is not technical validation.
A compelling pitch does not guarantee a scalable architecture, capable engineering team, or realistic roadmap.
Independent diligence reduces costly surprises.
An objective technical review helps investors identify execution risks before capital is committed.
Product clarity determines what gets built and what doesn't.
Strong engineering teams can build almost anything. Without clear product strategy, they often build the wrong thing. Reshaping the roadmap early is far cheaper than pivoting after launch.
Share the opportunity
Send me the startup, acquisition target, or portfolio company you're evaluating.
Share whatever you have:
- Pitch deck
- Website
- Technical documents
- Founder information
- Product roadmap
No special format required.
Discovery call
I'll schedule a short call to understand:
- Your goals
- Key concerns
- Timeline
- Scope of review
I'll identify the information needed and begin the assessment.
Get your assessment
You'll receive a clear, independent evaluation covering:
- Technical strengths
- Key risks
- Scalability concerns
- AI & product feasibility
Includes:
- Executive summary
- Risk matrix
- Investment recommendation
- Debrief call
Make the call
Use the assessment to:
- Move forward with confidence
- Ask better questions
- Negotiate from a stronger position
- Avoid costly surprises
Additional advisory support is available if needed.
"The tech was the one thing we couldn't evaluate internally. Now we don't have to guess."
Portfolio Manager, Early-stage VC
Three services.
One clear purpose.
You work directly with me. No layers, no handoffs, no dilution of expertise.Every engagement runs on THE SCALE AUDIT™ methodology — five layers of technical risk that most investors never see until after the wire.
Deal Snapshot
Know the technical risks before writing the check.
THE SCALE AUDIT™
Independent technical validation for investment decisions.
Portfolio Audit
Comprehensive portfolio assessment with analysis and recommendations — no implementation.
Ready to assess your deal
or reshape your product?
No commitment required. A 30-minute call is enough to know whether I can help — whether you're evaluating a deal or looking to sharpen your product strategy.
A 30-minute conversation to understand your deal flow and what kind of tech support would be most useful. No commitment required, just a chance to see if there's a fit. Bring a live deal or a general question.
Schedule intro call →Prefer to start by email? Send a note and I’ll reply within two business days.