Staff Augmentation for UK AI — IR35 Built In

AI Engineer Vetting for UK Projects

AI/ML staff augmentation requires specialised vetting beyond standard engineering assessments. ClickMasters AI engineer assessment covers: Python proficiency (PyTorch/TensorFlow/scikit-learn), LLM API integration (OpenAI, Anthropic, Google Gemini APIs), prompt engineering and evaluation methodology, RAG (Retrieval Augmented Generation) architecture, ML model deployment (FastAPI inference serving, model versioning with MLflow), and UK GDPR Article 22 automated decision-making awareness.

UK GDPR Article 22 Engineer Awareness

AI engineers augmenting UK teams must understand Article 22 implications in their code. Key requirements: automated decisions with significant effects on individuals require disclosure, human oversight capability, right to explanation, and audit trail. Engineers who are not Article 22-aware can inadvertently build fully automated decision systems that violate UK GDPR. ClickMasters vets this understanding in all AI staff augmentation engineers.

LLM Integration Specialism

LLM integration is the fastest-growing AI specialism in UK software development in 2025. ClickMasters AI engineers are assessed on: RAG pipeline architecture (LangChain/LlamaIndex), vector store selection (Chroma, Pinecone, pgvector), prompt engineering and evaluation (LLM-as-judge), context window management, and LLM API cost optimisation strategies.

IR35 Zero Liability for AI Staff Augmentation

AI engineers engaged as contractors through personal service companies create IR35 liability for medium/large UK businesses. ClickMasters AI staff augmentation is IR35-safe by design — our engineers are ClickMasters employees. One monthly invoice per engineer, no SDS required, no HMRC liability. At AI engineer day rates of £680–£950/day, the IR35 savings alone can be significant.

IR35

UK GDPR Article 22

ICO AI guidance

Cyber Essentials