Hi, I'm Jyothi.

I help teams make sure their AI actually works for the people using it.

I work with product and research teams on AI evals, adoption research, workflow design, and practical AI systems.

20+ YEARS · OKX · YAHOO · X/TWITTER · UNILEVER · CLOROX

Services

sequenced from evidence to adoption
  • Evaluation AI Eval Audit

    Review how your AI product is measured, compare evals with what users actually experience, and get a prioritized plan to close the gaps.

  • Training AI Research Enablement

    Train research and product teams to use AI in real research work: planning, synthesis, reporting, and quality checks.

  • Operating model AI Workflows & Systems

    Find where AI belongs, redesign handoffs and reviews, and build lightweight agents and tools tailored to your team.

  • Advisory Leadership Advisory

    1:1 support for AI adoption, research operating models, team design, and change management.

Appointments

Start with a free exploratory call.

Use the first call to understand the team, the workflow, and where AI could help. Paid advisory or build work can follow once the scope is clear.

AI projects

public builds
  • AI & UXR Evals

    Tools for evaluating AI app quality and how well agents perform UX research tasks.

  • UX Research OS

    Agents for briefs, synthesis, competitive analysis, and tracking.

Writing

from Research Loop
  1. Who Really Owns AI Evals?Oct 2026
  2. AI Evals: A Practical Framework for Product TeamsOct 2026
  3. When Research Gets Faster, Why Do We Need Researchers?Jul 2026
  4. What Happens When a Product Team Has No UX ResearcherJul 2026
Start here → · Read Research Loop on Substack →

Hi, I'm Jyothi.

I help teams make sure their AI actually works for the people using it.

I work with product and research teams on AI evals, adoption research, workflow design, and practical AI systems.

20+ YEARS · OKX · YAHOO · X/TWITTER · UNILEVER · CLOROX