Sewalens AI

Research & insights

A clearer picture of AI performance.

Explore the methods, evidence, and open questions behind population-aware evaluation and assurance.

Explore research themes

Our research priorities

  • Methodology

    Population-aware metrics

    Move beyond aggregate scores to meaningful subgroup outcomes.

  • Evaluation

    LLM-as-judge reliability

    Measure disagreement and calibrate automated assessments.

  • Applications

    Speech & agentic AI

    Study real-world conversational and multistep task success.

  • Evidence

    Transparent reporting

    Make methods, limitations, and confidence easy to inspect.