02

Machine Learning & AI Systems

Build production ML systems that actually ship. No notebooks left behind.

  • Feasibility
  • MLOps
  • Lifecycle management

Proof: Production ML systems shipped at a Series B company

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03

GenAI & LLM Integration

Find the LLM use cases worth investing in — and get them into production.

  • RAG systems
  • Prompt engineering
  • Cost & latency

Proof: GenAI in production at a Series A+ edtech scale-up

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01

Data Strategy & Architecture

Not sure where to start with data? Already collecting data but not getting value from it? I help startups and scale-ups define a clear data strategy and design the architecture to support it.

  • Data maturity assessment and roadmap
  • Modern data stack design — warehouses, pipelines, orchestration
  • Data governance frameworks, from startup foundations to scale-up compliance
  • Tool selection and vendor evaluation

Try my free AI readiness assessment to see where you stand.

Case study: 10× faster reporting on a customer-facing data platform →

02

Machine Learning & AI Systems

Turn your data into predictions, classifications, and recommendations that drive business value. I build production ML systems, not just notebooks.

  • Problem scoping and feasibility assessment
  • Model development, training, and evaluation
  • MLOps and production deployment
  • Monitoring, retraining, and lifecycle management
03

GenAI & LLM Integration

Large language models and generative AI are transforming how businesses operate. I help you cut through the hype and find the use cases that actually matter.

  • Use case identification and prioritisation
  • Prototype development and evaluation
  • RAG (Retrieval-Augmented Generation) systems
  • Prompt engineering and guardrails
  • Production deployment with cost and latency optimisation
04

Fractional Data Leadership

Need a fractional CDO or CTO but not ready for a full-time hire? I embed with your team on a flexible basis to set direction, build capability, and deliver — whether you're a startup establishing data governance or a scale-up building out your data function.

  • Data team hiring and structure
  • Technical leadership and mentorship
  • Stakeholder management and data culture
  • Roadmap planning and prioritisation
  • Interim CDO / Head of Data services

Case study: shaping AI strategy for a climate-tech startup →

Interested in how I work? Read my engagement terms and sample contracts before we get started.