Sentiment
How positively or negatively a brand is described in AI-generated answers. Sentiment analysis helps identify whether AI models associate a brand with favorable or unfavorable attributes.
GEO Glossary
- BrightEdge Review 2026: The Only Price It Publishes Is a Million Dollars
BrightEdge publishes no price on its own site. Its AWS Marketplace listing says $1,000,000 for 12 months. Five other public sources give five other numbers.
- Gumshoe Review 2026: It Advertises 11 AI Models and Sells 6, on the Same Page
Gumshoe costs $99 or $299 a month. Its comparison table scores it 11 models against rivals' 4 to 6, then its pricing table sells 6 and 4.
- HubSpot AEO Review 2026: The XFunnel Integration Landed, at $50 for 25 Prompts on Three Engines
HubSpot AEO is live in beta at $50 a month for 25 prompts on three engines, and HubSpot's own page credits the XFunnel acquisition as its origin.
- Knowatoa Review 2026: The FAQ Answers a Question About a Number the Pricing Page Never Gives
Knowatoa costs $59 or $199 a month. Its own FAQ refers twice to a question limit that appears nowhere on the page, and never names its seven services.