● Demo data

Sentiment

How positively each engine frames AI Visibility, broken down by topic (0–100). Cooler cells are where the narrative needs work.

TopicChatGPTGeminiPerplexityClaude
Ease of use
88
81
84
90
Pricing & value
79
72
76
82
Customer support
84
80
78
86
Integrations
71
66
74
70
Data accuracy
58
61
64
55
Reliability / uptime
83
79
81
85
Scale < 40 40–54 55–74 75+