Fractional CTO · Systems Builder · AI/ML
I build technology where failure is not an option.
I work on systems where delays cost money, mistakes attract
regulators, and missed alerts can cost lives. That mindset helps
founders and businesses go to market without tech becoming a silent
risk.
I don't just execute ideas.
I help decide which ideas deserve execution.
Grovio.ai Just launched
I scaled the infrastructure and engineering behind Grovio.ai — turning a hand-clicked AWS setup into disciplined,
infrastructure-as-code the team can own.
86% lower cloud cost
98% faster deploys
$1.5k→$200 monthly burn
Read the Grovio story →
Featured Work · Just Launched
I scaled Grovio.ai — infra, team, and
velocity.
Grovio just launched, built alongside a team of non-technical
marketers. I came in to turn a fragile, hand-clicked AWS setup into
infrastructure the team can actually own — and to scale the
engineering discipline behind it without slowing the launch down.
86.7% lower monthly cloud cost — $1,500 → $200
98% faster deployments — 4+ hours → ~10 minutes
10+ → 1 scattered EC2 instances consolidated onto managed ECS
Self-serve onboarding — infra is code, not tribal knowledge
✓ Migrated scattered EC2 instances to managed ECS, killing idle
spend ✓ Defined the whole stack in AWS CDK — version-controlled,
reviewable, reproducible ✓ Consolidated repos and deployment so a small team ships
confidently
Read the full Grovio story
The Problem I Solve
Most early tech failures don't look like failures. They look like "progress". — Features shipping without demand clarity
— Architecture that locks future decisions too early
— AI added before workflows are understood
— Freelancers building parts no one owns end-to-end
By the time revenue stalls or compliance knocks, the damage is
already expensive.
My role starts before that point.
How I Work
Day-0 thinking, not day-100 patching.
I help businesses start correctly, even if it feels slower at first.
01 Planning before building
Architecture decisions are made when they cost nothing. Not
after they cost everything.
02 Validating demand before scaling
The most expensive infra is infra built for users who don't yet
exist.
03 Systems that evolve without rewrites
Modular, bounded, evolvable — not clever, not over-engineered.
04 Compliance as design input, not afterthought
Regulation doesn't announce itself late. I build it in from day
one.
Premature optimisation is the most expensive mistake early teams make.
I exist to prevent it.
What I Actually Bring
Not just technology. Judgment. ✓ Translating business goals into buildable systems ✓ Separating R&D from real product work ✓ Predicting where tech decisions will hurt later ✓ Handling non-technical stakeholders with clarity ✓ Speaking product, engineering, sales, and operations fluently
A single accountable technical leader early is worth more than
multiple disconnected executors.
Who This Is For
This works best if you are: A business owner or founder, not just an idea holder Willing to validate demand before scaling Serious about building something that lasts Open to being challenged early rather than repaired later
If you want speed without accountability, I'm not the right fit.
Getting Started
How engagements usually begin 1
Diagnostic Conversation
We look at your idea, market, and current tech direction. No sales
pitch. Just clarity.
2
Short Engagement
Roadmap definition, system design, or execution planning. This is
where most value is created.
3
Ongoing Leadership
Fractional CTO involvement as the business grows, with flexibility
to transition when it makes sense.
Ready to build with clarity?
Build with clarity.Not hope.
If you want your technology to support your business instead of
quietly sabotaging it, let's talk.
Schedule a diagnostic call