Day-to-Day Responsibilities
Turn a business goal into a clear instruction set for an AI model, covering the role, context, task, constraints and output format.
Write and test prompts across models such as ChatGPT, Gemini and Claude, and compare which gives the best answer.
Build test sets of sample questions and check outputs for accuracy, tone, bias and safety.
Refine prompts after each round of results, using follow-up instructions rather than starting from scratch.
Work with developers, product managers and subject experts to fit prompts into apps, chatbots or internal tools.
Record prompt versions, what changed and why, so teams can reuse and improve them.
Spot failure patterns such as invented facts or ignored instructions, and design fixes for them.


