A question buyers ask AI

How do AI visibility platforms differ in how they handle sentiment analysis of what AI says about a brand?

Measured in 1 answer, last on Nov 7, 2026. Only the passages that name a brand are shown.

Brands in the answers

BrandNamed inRecommended inPositiveAvg. position
Peec AI100%0%0%—
Profound100%0%100%—
Otterly.AI100%0%100%—
AIQ100%0%100%—

Where each answer names a brand

Answer 1 · Nov 7, 2026
“Peec AI · Overall sentiment score (0–100)”
+ easy cross-brand comparison

“Makes sentiment easy to compare across brands, topics and AI models”

Profoundpositive
“Profound · Sentiment by prompt, topic and platform”
+ sentiment trends, recurring narratives and source analysis

“Focuses on sentiment trends, recurring narratives and the sources shaping them”

+ topic and narrative-based analysis

“Dedicated prompts designed to assess brand sentiment.”

Otterly.AIpositive
“OtterlyAI · Positive, neutral and negative classifications, plus Net Sentiment Score”
+ granular sentiment attributes and response inspection

“Provides granular sentiment attributes and lets users inspect the exact response behind a score”

AIQpositive
“AIQ · Broader AI reputation and narrative analysis”
+ source attribution, recurring themes, peer comparison and narrative development

“Emphasises source attribution, recurring themes, peer comparison and narrative development”

← All questions and the AI Search Visibility & GEO ranking