Notes on AI brand visibility and real-world sentiment: from the data science to what actually moves the C-suite.
July 5, 2026
Confidence intervals and real, independently measured uncertainty: the math behind a trustworthy AI-visibility score, not a vibes-based prompt wrapper.
Read more →July 10, 2026
Mention detection checked against an independent judge across a held-out gold set, across multiple rounds: full agreement. Sentiment, the harder, more subjective call, still in the mid-80s% and climbing, published honestly either way.
Read more →July 22, 2026
Generative AI has replaced the directory of links with a synthesized answer. For pharma market access, that means algorithmic bias can shape a therapeutic's commercial narrative before a physician ever writes a script.
Read more →August 4, 2026
A brand can be highly visible and still emerge from AI answers sounding like it has one strength instead of five. We measure narrative coverage and risk framing, not just mention counts.
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