Get the right exposure
Spend time where the problem lives, with the people, the data, and the process, until the real problem is clear.
Founder and tech executive, building AI that does good at scale.
I build AI people can trust: responsible, measurable, and trusted in production. And I help founders, executives, and boards build theirs.
Right exposureTrust built inShipped fast
Mental model
The right exposure brings clarity. Clarity brings speed.
The Hubble Ultra Deep Field did not come from a bigger telescope. It came from the right exposure: a tiny patch of sky that looks almost empty from the ground, observed for a total of 11.3 days until nearly 10,000 galaxies appeared. I approach every problem the same way.
Keep it simple
Clarity shows the smallest system that solves it, with trust designed in from the first release.
Ship it
A clear problem and a simple design reach production within weeks.
Track record
Mission-critical. At scale. With trust and governance.
More than two decades of building, on a foundation of trust, governance, transparency, and scale. Hover or tap a layer to see it at a glance.
Founder and tech executive
I set the product vision, own the technology, and stay forward-deployed with the team until it runs in production.
Founder and tech executive
Vision to production, end to end.
Vision to deliverySingle-threaded ownership from product vision to production, forward-deployed with customer teams and shipping on the Ninja Framework’s weekly cut-offs.
Running the companyStrategy, hiring, and partnerships, including leading the Anthropic and Google Cloud partnerships at Genworx.
Global leadershipEngineering and product teams across the US and India, working as one.
AdvisoryFounders, executives, and boards on AI strategy, governance, and architecture.
Building at global scale
ML infrastructure for customer trust, and new businesses launched from zero.
Building at global scale
Customer trust at global scale.
ML trust infrastructureOwned the data systems, rules system, and orchestration behind fraud and abuse prevention.
New businesses launchedFree Replacement for buyers, plus Ship with Amazon, Buy with Prime, and omnichannel integrations for sellers.
Data at scaleMulti-petabyte migrations and systems in the 100K TPS range.
Global leadershipBuilt engineering organizations from zero into multiple two-pizza teams, serving a global marketplace.
Mission-critical systems
Industrial control systems, and the core team behind the company’s first commercial SaaS product.
Mission-critical systems
Software that plants depend on.
Experion PKSPrincipal engineer on the control system that runs industrial plants.
First commercial SaaSCore team on Honeywell’s first SaaS product, leading its test-driven engineering.
DevOps and transformationLed the company’s first DevOps program and global digital transformation.
Global leadershipLed engineering teams across the US, Europe, Singapore, and Malaysia, with planning and budgets spanning US and India business units.
Trust
Systems people can depend on
- Secure by design
- Data privacy
- Reliable in production
Governance
Control at every step
- Approvals
- Audit trails
- Cost limits
- People in the loop
Transparency
Nothing hidden
- Traceable decisions
- Explainable outputs
- Clear reporting
Scale
Built for volume from day one
- Multi-petabyte data
- 100K TPS range systems
- AWS, GCP, and Azure
- Teams built from zero
Data first, on any cloudHow every system is built, from the ground up
OutcomesProducts and agents your teams use every day, measured in production.
AI, where it fitsThe right model for the job, from Claude to open models, with deterministic logic everywhere else.
Security and governanceAccess, privacy, approvals, and audit trails, designed in from the first release.
Data foundationYour warehouse or lakehouse, such as Snowflake or Databricks, or whatever you run today. Data first, always.
Runs onAWSGoogle CloudAzure
Engagements
Three ways in.
Hover or tap a card to see what I offer.
For founders
Build an AI-native company
You have the idea and the market. You need the architecture, the product, and a first release that real customers can trust.
See what I offer
What I offer
Talk about your company
Architecture and product strategy from day one
A first production release built to pass enterprise security review
Fractional CTO leadership until you hire your own
For CEOs, CTOs, and boards
Lead AI inside a larger company
Your board wants AI, your customers need to trust it, and your team still has everything else to ship.
See what I offer
What I offer
Talk about your plan
An AI plan tied to revenue, cost, and risk
Working systems in production within weeks
Governance, audit trails, and human oversight built in
For owners and operators
Make AI work for a small business
Your people lose hours to work a machine could do. You do not have a data team, and you should not need one.
See what I offer
What I offer
Talk about your business
Find the hours worth automating first
Simple tools your team will use every day
Results you can see within a quarter
Let’s talk about building trustworthy AI.
Reach out if you’re building or applying AI and want people to trust it.
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