About
Lydia Zhigmitova
I help businesses make AI accurate and verifiable — testing AI systems, structuring content so it holds up, and checking every claim against its source before it reaches a customer.
I'm an AI/LLM specialist with three years of production generative-AI experience, built on more than a decade in applied linguistics. As a prompt engineer, I develop and evaluate production-grade prompt systems.
I optimize across GPT, Claude, and Gemini for the right balance of accuracy, performance, and cost, and design for regulated environments where SOC 2, HIPAA, and GDPR compliance is non-negotiable.
Before GenAI, I worked as an editor, publishing articles and guides to a strict editorial standard. That combination is the heart of what I offer: the technical skill to make AI systems perform, and the editorial discipline to ensure what they produce is accurate, verifiable, and worth publishing.
How I work
Make AI outputs accurate, verifiable, and genuinely useful, with a person accountable for what ships.
- Accuracy Every claim is checked against source material before it ships
- Verifiability Answers cite their source, so anyone can trace where they came from
- Restraint A dependable AI system declines to answer rather than guess
- Clarity Short reports on what is wrong and how to fix it, not walls of output