Operating philosophy · 2026

An AI systems lab and a strategic engineering partner.

Keryx Labs designs and deploys intelligent systems for organisations navigating the next generation of enterprise technology. We work in small senior teams, with technical depth, architecture-first, with a product mindset.

What we believe

Four convictions that shape every system we ship.

01

AI changes operational software fundamentally.

Operational software used to record what people did. The next generation will execute on their behalf — and the architecture has to be designed for that, not retrofitted.

02

Data systems become decision systems.

The interesting question is no longer how data is stored or modelled, but how it produces a decision that an organisation can stand behind. Lakehouses are plumbing; decisioning is the product.

03

Governance becomes architectural.

Governance committees are necessary but insufficient. Real governance lives in code: policies-as-code, signed audit trails, and explainability that survives a regulator's interrogation by case ID.

04

Agents become the execution layer.

Agents are the next operational layer above decisions. The same architectural rigour applies: tenancy, audit, drift, approval. We design for that future without waiting for it.

How we work

Six operating principles. They show up in every engagement.

We don't take engagements unless we can apply these. They are a contract with our clients — and with each other.

  • — 01

    Small, senior teams.

    Every engagement is led by a founding architect. No staffing pyramids. No juniors at the front line. The same team that designs the system deploys it.

  • — 02

    Architecture-first.

    The architecture is the artefact. Models change. Vendors change. We invest in what survives.

  • — 03

    Product mindset, even in services.

    Every engagement output is a product: it has an owner, a versioned spec, an SLO and a roadmap. We hand over operating models, not slide decks.

  • — 04

    Rapid, real iteration.

    Pilot to production in 90 days, with an audit trail that proves it. We move fast and we sign the work.

  • — 05

    The risk function is in the room.

    Second line, audit and security are designed into the architecture from day one. Compliance is not a phase — it's a property of the system.

  • — 06

    Consulting and product are one practice.

    Insight from the engagements becomes software in the labs. Software from the labs becomes leverage in the engagements. They are inseparable.

Leadership

The team that designs the system deploys it.

Keryx Labs is led by David Charnley. The wider delivery network of architects, engineers and risk specialists is intentionally not enumerated here — it is convened around each engagement, not staffed against a marketing wall.

DC

David Charnley

Founder · Data, AI & Transformation

Twenty-five years architecting, delivering and operating technology, data, analytics and AI at the largest scale in financial services. Most recently Director of Data & AI Customer Success & Transformation for Snowflake EMEA, advising CDOs and CIOs at Tier-1 banks and life sciences firms. Previously Managing Director and Group Head of Strategy & Transformation, Data & Analytics at NatWest Group, where he authored the bank-wide data strategy and led a £600m transformation programme of c. 2,000 staff serving 19 million customers — alongside tenure as Chief Information Officer for Data & Analytics, running the c. 1,000-person data technology function.

Earlier MD roles at RBS spanned banking operations, group transformation and Asia-Pacific markets integration. Career began as a trading technology consulting manager at Accenture Capital Markets. B.Com (Hons), University of Birmingham.

2024 —Snowflake · Director, Data & AI Customer Success & Transformation, EMEA GTM 2019 — 2023NatWest Group · MD, Group Head of Strategy & Transformation, Data & Analytics NatWest Group · Chief Information Officer, Data & Analytics (concurrent) 2005 — 2019RBS · MD-level roles in operations, transformation and APAC markets 1999 — 2005Accenture · Capital Markets, trading technology
Strategic implementation partnerships

If this sounds like the practice you've been looking for —

We'd rather talk to you about a specific decision your business depends on, than send you a deck. Bring us a problem; we'll bring an architecture and a 90-day shape.