Applied AI
Why Most Agentic AI Products Will Fail at Memory
The industry is racing to make agents smarter. The real bottleneck isn't reasoning — it's continuity, and almost no product has solved it yet.
London · United Kingdom
Vinesh
Nair
Product Leader · Technology Enthusiast
Two decades shaping how products are built, scaled and brought to market — including a venture I co-founded and exited via acquisition. I work at the intersection of commercial strategy and emerging technology, turning where the industry is heading into platforms people rely on.
Track record
20+
Years leading product & technology across SaaS, Data Analytics, EdTech, Mobility and Public Sector — from blank page to products at scale.
Outcome
Acquired
Co-founded Quulo - the first subscription based ride hailing platform and exited via acquisition by a listed Malaysian group — built, scaled and handed over a category-defining mobility product.
01 Approach
I build products where commercial outcomes and human experience point in the same direction.
Across twenty years I've sat where strategy, engineering and the market meet — translating the direction of technology into platforms that earn their place. My work spans the full lifecycle: taking a blank page or a decades-old system and shaping it into something that scales, monetises and feels effortless to use.
My instinct is commercial. I think in pricing, unit economics and P&L, and I'm comfortable owning the number rather than just the feature set. But the craft lives in the detail — continuous discovery, disciplined prioritisation, and teams that own outcomes.
And I remain a technologist at heart. From platform architecture to applied and agentic AI, I follow the frontier closely, because the leaders who understand how things work make sharper bets on what to build next.
I've led product reporting directly to CEOs and boards, represented organisations to regulators and investors, and built cross-functional teams that ship with conviction. The throughline is the same in every role: clarity of vision over volume of process, and decisions grounded in evidence rather than opinion.
I'm now focused on senior product leadership — the kind of mandate where strategy, technology and commercial ownership come together.
Vinesh Nair, MBA
Head of Product
02 Where I create leverage
Capabilities
/01
Product Vision & Strategy
Translating market signals, competitive intelligence and customer research into multi-year roadmaps the organisation can execute.
/02
P&L, Revenue Growth & Commercial
Pricing, packaging, unit economics and investment forecasting — owning the number and driving double-digit revenue outcomes.
/03
Platform, Marketplace & Ecosystems
Cloud-native architectures, network effects and two-sided marketplace dynamics that create compounding value.
/04
AI-Driven Product Development
Agentic AI delivery frameworks and embedded automation that compress time-to-market and remove friction at scale.
/05
Product-Led Growth & Go-to-Market
Commercial strategy, GTM and PLG motion — from positioning and packaging to adoption and retention.
/06
Zero-to-One, Modernisation & M&A
From blank-page ventures and legacy platform overhauls through to acquisition, integration and exit.
03 Trajectory
Career
A path of turning the legacy into the leading-edge — across software, education, mobility and the public sector. Select any role to read more.
2022 — NowHead of Product · VSN InternationalSaaS & Data Analytics
Reporting to the CEO, I built VSNi's product management function from the ground up and led the shift from a science/engineering-led culture to a product-led operating model. I modernised legacy desktop software into a modular, cloud-based platform — contributing to an 11% uplift in recurring revenue — and developed a data-grounded five-year roadmap that improved product efficiency by 22%. I also pioneered an Agentic AI-first NPI framework, accelerating time-to-market, and secured board-level buy-in for multi-year investments.
2019 — 2022Senior Product Manager · Minda GlobalEdTech
Owned the full product lifecycle across B2B2C and SaaS platforms serving two universities and a consulting arm, reporting into the Group CEO. I consolidated fragmented legacy systems into a single, scalable EdTech platform and embedded MVP validation and analytics-driven iteration into how the teams worked — using real user data to refine experience, pricing and positioning.
2017 — 2019Co-Founder & Head of Product · Quulo VenturesMobility · Marketplace
Co-founded a subscription-based, two-sided ride-hailing marketplace and took it from zero to scale to a successful exit by acquisition. I owned roadmap, UX and backend architecture across native iOS and Android apps, engineered marketplace liquidity, and ran the full go-to-market. Featured on national television, the venture was ultimately acquired by a publicly listed group — validating both the model and the platform.
Press & Features
2013 — 2017Technology & Services Manager · Batu ConstituencyPublic Sector · GovTech
Led a constituency-wide technology transformation on a seven-figure budget, reporting to the Member of Parliament. I designed and rolled out digital service platforms — including an automated ticketing system that lifted complaint resolution in its first year — and championed automation that returned hundreds of staff hours each week to higher-value work.
Earlier — Country Manager, SMR HR Gulf (Bahrain) · Business Development Manager, HR Tech — SMR HR Group (Malaysia) · Team Leader & Trainer, TeleTech / Singapore Airlines
04 Field notes
Thoughts
Product & Platforms
Product Managers Are Becoming System Designers
Roadmaps and features assumed determinism. AI-native products behave. The PM role is quietly expanding into system design.
Leadership & Scale
The Leadership Skill Nobody Talks About: Reducing Organizational Friction
Most organizations aren't losing to bad strategy. They're losing energy between intention and execution. Friction is where it disappears.