Independent advisor · CTO/CTPO Bengaluru · India Est. 2023
Turning AI ambition outcomes .

21 years of telling leaders
the truth
before it gets expensive.

Most AI transformations fail before they deliver. I help you make the bets worth making — and kill the ones that aren't.

Across   ·   21 years · global banks, platforms, ventures
HSBCCommercial Banking · 2004–2011
Credit SuisseInvestment Banking & Wealth Management · 2011–2015
CiticorpCommodities · 2017–2018
EnvestnetRetirement Services · 2018–2019
USTDirector, Product Engineering · 2019–2022
ValuematrixCo-founder & CTO · 2022–2025
The Problem
/ 02

AI ambition is cheap. Outcomes aren't.

95%

of generative AI pilots produced zero measurable P&L impact in their first year.

— MIT NANDA · State of GenAI 2025
42%

of companies scrapped the majority of their AI initiatives in 2025 — up from 17% the year prior.

— S&P Global · Enterprise AI Tracker
$25M

lost in a single deepfake video call when a finance officer in Hong Kong wired funds to a synthetic CFO.

— Hong Kong Police · Public disclosure 2024
80%

of enterprises miss their AI infrastructure forecasts by 25% or more — over-provisioning compute they never burn.

— Gartner · CIO survey 2025

The CXO stakeholders I work with don't lack ambition. They lack the truth about which bets will actually compound — and which will quietly burn the next two quarters.

How I work
/ 03

Five engagements. Earned, not productised.

01
Technology & Platform Strategy
Where to build, where to buy, where to wait. Exec-ready architecture decisions backed by capital allocation logic — not vendor decks.
Build · buy · wait TCO modelling
02
AI Implementation & Governance
From pilot graveyard to production. Scoping the use cases that compound, the guardrails that hold, and the metrics that survive procurement.
Use-case triage Risk & controls
03
Legacy Modernisation
Strangling the monolith without compromising continuity. Sequenced cutover plans for cores that can't go down — and the org changes that make them stick.
Mission-critical systems Phased cutover
04
Venture & Product Build
Zero-to-one platform builds for InsurTech, BFSI and SaaS founders. Owner's mindset, founder's pace — without the agency markup.
0→1 Founder pace
05
Tech Organisation Design
The shape of the team that delivers. Reporting lines, hiring sequence, ownership boundaries — the boring decisions that decide whether velocity holds at 50, 200, 500.
Org topology Hiring sequence
Case studies
/ 04

Anonymised. Outcomes, not slideware.

/ Coming soon

Case studies are being prepared from active engagements.

I'm assembling anonymised write-ups from recent and current engagements — each in the Challenge · Approach · Outcome format, with the numbers that matter and the trade-offs that didn't make the slide.

If you'd like a closed-door reference call instead, ask. The conversations I've had with past clients are more useful than any case card I could write.

Request a reference call
Engagement
/ 06

Three ways to work together. All pragmatic.

/ Tier 01Strategic Advisory

Fractional CTO/CTPO · 1 day per week · ongoing

A standing seat on your decisions. I sit between founders, the exec team and engineering — turning ambition into specific bets and killing the rest before they consume a quarter.

  • Weekly working session with founders or CXO
  • Architecture & vendor decisions reviewed before they ship
  • Quarterly readout to founders & CXO on the technology bet portfolio
  • On-demand pull for diligence, hiring, or kills
Book a discovery call Min 6 months

/ Tier 02Hands-on Transformation

Scoped programme · 6–8 weeks · specific outcome

A defined problem, a defined deliverable, a defined exit. We agree the outcome before we start — and what success looks like on the day I leave.

  • AI Investment Audit · which pilots compound, which to kill
  • Modernisation Diagnostic · sequenced cutover plan
  • Org Design Review · the team that delivers the next stage
  • Zero-to-one platform build with a founder team
Book a discovery call Fixed scope · fixed exit

/ Tier 03Bespoke

Custom-shaped to the company's needs

When neither of the above fits — a CXO mandate, a turnaround, a build-and-handover, an interim CTO seat through a funding round. Shape and duration designed around the outcome the company actually needs.

  • Interim CTO / CTPO through a defined window
  • CXO or investor mandate with a specific deliverable
  • Build-and-handover for new ventures
  • Hybrid retainers across advisory and delivery
Book a discovery call Shaped to brief
AI Risk Assessment · / 07

Is your AI investment built to survive production?

15 questions. 4 minutes. A ranked breakdown of where your AI programme is most exposed — mapped to 28 documented failure cases across FinTech, Insurance, SaaS, Cloud, and SRE.

About
/ 08

Twenty-one years. Across global banks, platforms, and ventures.

I spent two decades inside the kind of institutions that don't get a second chance when the technology is wrong — global banks, wealth platforms, and product teams across multiple geographies. Cores moving billions through them daily, on stacks older than most of the engineers maintaining them.

That's where I learned the only thing worth bringing to a CXO: the truth about which bets will compound, and which will quietly cost you two quarters and a senior hire.

Alongside the enterprise track, I co-founded a startup — the other half of the lens I bring. Founder pace, owner's mindset, and the kind of decisions you make when it's your own capital and your own team on the line.

I don't come in with a deck. I come in with questions. Then I write what I'd do if it were my company, my capital, my team. Because for the engagement, it is.

Perspectives
/ 09

Field notes from the engagements. Patterns, not hot takes.

Contact
/ 10

Tell me the bet you're unsure of.

The first conversation is a working session, not a pitch. Bring the problem you can't quite name. We'll spend forty-five minutes pressure-testing it.

Book a 30-min call →
Hours
Mon–Fri · 09:00–19:00 IST · Bengaluru
Response
Within one working day
© 2025 Jayashankar Attupurathu
Bengaluru · India
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