Strategy · Technology · Execution
Product strategy. AI architecture. Market intelligence.
For technology decisions that cannot afford to be wrong.
What we believe
Ninety-five percent of AI pilots never reach production. Not because the models were wrong, but because the strategy was absent.
We exist to close the gap between ambition and execution. Not with slide decks that gather dust, but with architectures that ship, strategies that survive contact with reality, and teams built to sustain what we start. Every engagement is led by the same senior operators who scoped it. No bait-and-switch. No rotating junior consultants. No bench staffing.
What we do
We do not advise from the sidelines. We have built and scaled technology at Carousell, Goldman Sachs, and Bain, and we bring that operating experience to every engagement.
From pilot to production in weeks, not quarters. We architect AI systems and product roadmaps that survive contact with real users, real data, and real scale. This includes agentic AI, multi-model orchestration, and ML pipelines built for production, not demos.
Your tech stack is either your competitive moat or your most expensive liability. We audit, score, and restructure technology portfolios with the quantitative rigor of institutional finance.
The most expensive technology decision is not what you build. It is what you should not have built. We model total cost of ownership, benchmark recharge rates, and deliver frameworks that hold under scrutiny.
Deep competitive research, market sizing, positioning, and go-to-market strategy. From Southeast Asia to the GCC to North America, we have navigated market entry at every scale.
Great products require great teams. We assess engineering organizations, design hiring roadmaps, restructure for scale, and align teams to strategic objectives, not just sprint cycles.
Demand forecasting, revenue intelligence, and quantitative strategy, designed with the analytical discipline of Goldman Sachs and the ML depth of UC Berkeley.
The team
Our team carries institutional pedigree from IITs, Goldman Sachs, Bain & Company, UC Berkeley, and IIM Calcutta, with decades of combined experience building and scaling technology at the highest level.
A seasoned technology and AI product leader with over a decade of experience building and scaling digital products across Southeast Asia and India. Led product and technology teams at Carousell, the region's largest recommerce marketplace, overseeing operations across Malaysia and Vietnam. His work spans AI/ML integration, platform strategy, and large-scale engineering organization transformation.
Brings the strategic consulting firepower of Bain & Company, where he spent over four years rising from Senior Associate Consultant to Manager on a fast-track promotion. His experience spans complex business strategy, operational transformation, and market entry. National Winner at the RB Global Challenge and Global Top 5 finisher.
An exceptional combination of quantitative depth and real-world financial markets experience. Nearly three years as a Goldman Sachs Vice President managing portfolio operations within the Multi Asset Solutions business, followed by entrepreneurship in fintech, building products that democratize smart investment decisions. Anchors our TCO modelling, financial benchmarking, and applied AI workstreams.
Nearly eight years at Goldman Sachs progressing from Analyst to Vice President, with expertise at the intersection of data science, structured risk, and quantitative equity solutions. FRM Level 2 certified. Leads our product economics analysis, quantitative scoring for portfolio evaluation, and third-party benchmarking.
Global reach
From Dubai's ambition for AI-driven growth to Europe's demand for responsible technology to America's race for competitive advantage.
Middle East
Dubai's D33 Strategy aims to double the economy by 2033. The UAE's National AI Strategy 2031 and Abu Dhabi's $3.5B commitment to AI-driven transformation are creating unprecedented demand for technology strategy. We bring the product architecture, AI expertise, and institutional rigor to match this ambition.
Key sectors
Fintech · Travel & Hospitality · Logistics · Smart City & GovTech · Real Estate Technology
London · Berlin · Amsterdam
With the EU AI Act enforcement beginning August 2026 and fines up to 7% of global revenue, European enterprises need AI strategy that treats regulation as architecture, not afterthought. We build technology roadmaps with GDPR, AI Act compliance, and data sovereignty as first-class design constraints.
Key sectors
Enterprise SaaS · Fintech · HealthTech · AI Governance · Digital Transformation
United States & Beyond
In a $74B AI consulting market where 40% of enterprise apps will feature AI agents by year-end, the gap between strategy and production has never been more expensive. We bring the analytical rigor of Goldman Sachs, the strategic frameworks of Bain, and the operating instinct of scaling products to millions of users.
Key sectors
Agentic AI · Marketplace Platforms · Fintech · Enterprise SaaS · Growth-Stage Startups
How we work
We do not run discovery workshops that produce shelf-ware. Every engagement follows a structured methodology designed to produce decisions, architectures, and roadmaps that survive the boardroom and the build.
“We commit exclusively to each engagement. No bench consultants, no parallel assignments. Your problem gets our full attention.”
Deep audit of your current technology portfolio, organizational structure, and market position. We interview stakeholders, assess engineering capabilities, and benchmark against best-in-class. The goal is clarity, not a 200-page report.
Build-vs-buy frameworks, AI/ML product strategy, technology roadmaps, and TCO models. Every recommendation is grounded in financial analysis and operational reality. We present options with trade-offs, not opinions dressed as strategy.
A prioritized, sequenced plan with clear ownership, hiring roadmaps, and milestone architecture. We design for what your organization can actually absorb, not a fantasy transformation timeline.
Ongoing senior advisory during execution. Architecture reviews, vendor evaluations, leadership alignment sessions, and course corrections. We stay accountable to outcomes, not deliverables.
Principals on every engagement. The senior team that scopes your project is the same team that delivers it. No bait-and-switch staffing.
Operators, not theorists. We have built and scaled products at Carousell, Goldman Sachs, and Bain. We advise from experience, not frameworks alone.
Outcome-aligned, not hour-aligned. We commit exclusively to each engagement. Your problem gets our full attention until it is solved.
Let's talk
Tell us what you are trying to solve. We will tell you honestly if we are the right fit. No pitch decks. No sales process. Just a direct conversation with the people who would do the work.