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Latest articles

AI is making market research abundant. Trust is becoming scarce.

AI is making market research faster and more abundant. Learn why trust, participant quality, provenance, and human validation matter more than ever.

AI evaluation and human input: a quick guide

A quick guide to AI evaluation, from model benchmarks and application evals to user evals, human input, and AI experience benchmarking.

How to be sure your AI experience is excellent: Introducing ARQ

Learn how ARQ™ measures the human-AI relationship across trust, control, understanding, outcomes, and affinity to help improve AI experiences.

Meet Auros: The human network behind AI

Meet Auros, the human network behind AI, connecting organizations with verified people and expertise to train, evaluate, and improve AI.

Who judges the AI judge? Why human calibration still matters 

LLM-as-a-judge has become a common way to scale AI evaluation. It uses a model grader to score model outputs or agent behavior against a rubric, compare responses, and run evaluations repeatedly as systems change.