Subcategory · AI Citation Index

AI Chatbots

The AI chatbot market reveals a clear bifurcation between enterprise-grade platforms emphasizing seamless human handoff (Handoff, Intercom) and accessibility-focused solutions (Base, chatbot.com). Shortlist rates drop sharply after the top tier—from 73% to 29%—suggesting buyers converge on a narrow set of vendors that balance automation with human escalation paths. The uniform model_diversity=4 across all leaders indicates feature parity has become table stakes, shifting differentiation to integration ecosystems and workflow design rather than core NLP capabilities.

162 discovery queries · 181 head-to-heads · refreshed Jul 13, 2026

Discovery stage

The shortlist

Across 162 buyer-style "AI Chatbots" queries

0%20%40%60%80%Coverage — share of discovery prompts where the brand surfaces46%58%71%83%96%Engine diversity

Hover or click a logo to see brand details

X = coverage across discovery prompts · Y = engine diversity · Bubble size = total mentions
Tracked acrossChatGPT,Gemini,Claude

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Signal by intent

By topic

Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.

1Intercom
8/8
2Base
7/8
3Handoff
7/8
4Cognigy
5/8
5ServiceNow
4/8
1Handoff
6/6
2Base
5/6
3Intercom
5/6
4Freshdesk
4/6
5Microsoft
4/6
1ChatBot
6/6
2Microsoft
6/6
3Handoff
5/6
4Boost
4/6
5Kore.AI
4/6
1Handoff
4/5
2Base
4/5
3Intercom
3/5
4Reply
3/5
5Amazon Web Services
3/5
1ChatBot
5/5
2Microsoft
5/5
3Handoff
5/5
4ServiceNow
4/5
5Base
4/5
1Manychat
5/5
2ChatBot
5/5
3Intercom
5/5
4Handoff
5/5
5Reply
4/5
1Intercom
4/4
2Tidio
4/4
3Handoff
4/4
4Gorgias
3/4
5LivePerson
2/4
1Intercom
4/4
2Freshdesk
4/4
3Tidio
4/4
4Handoff
4/4
5Base
4/4
≥50% cited
25–49%
<25%
Topics are discovery-stage prompt clusters · ai-chatbots

Evaluation stage

Head-to-head

How often AI cites each brand across uniform category evaluation prompts · median 4/100

0255075100Evaluation citation rate — % of category evaluation prompts citing this brand05111621Evaluation prompts cited inmedian citation ratemedian exposure

Hover or click a logo to see brand details

X = evaluation citation rate · Y = evaluation prompts cited in · Bubble size = citation exposure
Median citation rate 4/100

Each brand's score is the share of category evaluation prompts where AI cited them across all four engines — the same prompt pool for every brand. Brands above the median citation rate have stronger presence in evaluation-stage queries.

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