Knowatoa: Sentiment response counts and negative-mention diagnostics

Sentiment exports show the response count behind each percentage, and a negative_mentions endpoint lists every AI answer that describes a client negatively, with the question, AI service and relevant sentences.

Feature. Updated Oct. 28, 2026.

Knowatoa (knowatoa.com). Available Oct. 19, 2026.

Features: AI-answer tracking.

Source: Knowatoa updates.

In PR software this week: Oct. 5 to 19, 2026.

Category: AI visibility (feed).

Methodology and corrections: what counts as a launch, how each one is checked, and how to report an error.

Follow every new launch in one Atom feed. This launch is also in the launch data.

License: CC BY 4.0. Reuse it with credit to Newsprint.

Cite as: Newsprint, "Knowatoa: Sentiment response counts and negative-mention diagnostics", https://www.newsprint.com/launches/K21/, updated 2026-10-28