Projects

Projects

Production systems — with measurable results.

Production systems

Large-scale document classification

Automatic classification pipeline for supplier compliance documents — 10,000+ documents per day processed in production. Costs divided by 2 to 3 compared to a naive per-call GPT-4 approach, using batching, model selection, and structured output caching.

LLM Classification RAG Production Cost Optimisation

Sales call analysis

Automated extraction of structured insights from sales call recordings — summaries, detected objections, competitor mentions, and next steps. Integrated with the existing CRM via webhook. Reduced manual note-taking time by over 60%.

LLM NLP Audio CRM Integration

OpenAI cost optimisation

Systematic reduction of LLM inference costs across multiple production pipelines — model routing, prompt compression, response caching, and batching strategies. Achieved a 2–3x cost reduction with no degradation in output quality.

Cost Optimisation Prompt Engineering Caching Model Routing

Coming soon

Projects currently in development or recently completed — details to follow.

Coming soon

AI agents for regulatory monitoring

Agents RAG Regulatory
Coming soon

Structured content generation pipeline

LLM Structured Output Content
Coming soon

LLM-augmented recommendation system

Recommendations Embeddings LLM
Available for new projects

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