Emerging Technology Professionals Association (ETPA)

AI & Data Products

Turn datasets and models into resilient, revenue-ready products. We help you move from pilots to production with Responsible AI built-in—covering use-case selection, data strategy, model lifecycle, and continuous evaluation so your systems perform safely at scale.

What we do
  • Product discovery and ROI modelling for AI use-cases
  • Data architecture, quality standards, and data contracts
  • Model development (classical ML & LLMs) and LLMOps/MLOps pipelines
  • Evaluation harnesses, red-teaming, and human-in-the-loop review
  • Privacy-by-design (pseudonymisation, PETs) and bias mitigation
  • Experimentation frameworks, A/B tests, and telemetry
You get
  • Production-grade models with clear acceptance criteria
  • Model and system cards, risk registers, and runbooks
  • Feature store + CI/CD blueprints for repeatable releases
  • Dashboards for performance, drift, and cost governance
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