Prompt engineering

Proficient

Iterative prompt tuning with domain experts, plus automated re-scoring and evaluation.

Tuning classification prompts against expert labels, with automated correction passes and a validation process the business can run itself.

Projects using Prompt engineering

GenAI Text Mining2025 – present
A Gemini-based text-classification platform scaled from an 11-category PoC to 61 production categories, processing 1,200–3,200 records a day.
GenAI Insighter2026 – present
Architecture of an agentic system for qualitative and quantitive research analysis (IDI / FGI / CAWI), built on deterministic tools rather than free-form generation.