Perspectives on applied AI, observability, quality engineering and capability-centre strategy. Where we quote a number, we name the source and the date — including when the number is inconvenient for us.

Why smarter, smaller steps beat grand digital leaps. December 2025, revised January 2026.
As AI capability becomes an abundant, cheap utility, competitive advantage stops living in the model and moves to the proprietary application of it inside workflows you already run.
The paper sets out the evidence — Gartner on domain-specific models and post-POC abandonment, BCG on where AI-driven value actually lands, the collapse in token costs — and then the operating consequence: pick one process, baseline it, embed the automation, and instrument it from the first week.

Eliminating capital waste in banking and fintech. Why the sequencing — problem, baseline, then model — determines whether the spend returns anything.
Cutting through pilot fatigue in travel and hospitality, where the demos have been impressive for three years and the production systems have not moved.
RPA and AI for healthcare operations — the back-office processes where the volume is high, the rules are stable, and the clinical risk is zero.
Predictive analytics for investment decisions, and the governance that has to sit around a model whose output moves money.
Unlocking hyper-personalisation using the catalogue and behavioural data most retailers already hold and do not use.
How CIOs can take advantage of it without funding a second wave of pilots that never cross into production.
Two teams, one telemetry pipeline. The operational and economic case for stopping the duplication before the estate grows again.
Why observability and SecOps are critical for manufacturing, where the operational technology estate and the IT estate have historically been monitored by different people with different tools.
Modernising government IT for a secure, agile and citizen-centric future — sequenced so that each step delivers something before the next one starts.
Monetising 5G through innovation and AI, and being honest about which services actually carry a price.
Unlocking rapid innovation for fintechs operating into Europe and MEA, without the scale a capability centre usually implies.
Safeguarding sensitive data when the regulatory surface and the threat surface are both expanding.
Blended models and extended reality in education, drawn from platform work with research universities.
What goes wrong between the encoder and the player, and why the fixes are rarely where people look first.
Driving user engagement and retention with beacons, from a platform we built and took through UAT for a mall operator.
Our co-founders on scaling a services business. March 2024.
Rebrand announcement. August 2026.
AI and digital quality, Mumbai.
Industry–academia programme. November 2023.
Most of these started as a conversation with a client who disagreed with us. We are happy to have that conversation directly.