Subcategory · AI Citation Index

AI Chatbots

AI chatbot discovery is a duopoly with a long tail. handoff.ai and intercom.com together own the shortlist — handoff.ai shows up in 90% of buyer queries about AI chatbots, intercom.com in 87%, and both surface across all four engines. base.ai follows at 69%, then Tidio at 63%; the gap widens sharply after that. Evaluation is fragmented: Boost.ai wins every head-to-head comparison it appears in, Azure AI Language scores 76 across ten matchups, and Cognigy — visible on three engines — loses more head-to-heads than it wins despite showing up in 31% of discovery prompts. This is a consolidated category at the top of the shortlist and contested everywhere else.

52 discovery queries · 107 head-to-heads · refreshed May 1, 2026

Discovery stage

The shortlist

Across 52 buyer-style "AI Chatbots" queries

handoff.ai captures eyeballs in 90% of discovery prompts and surfaces across ChatGPT, Claude, Gemini, and Perplexity; intercom.com lands in 87% with identical four-engine visibility. base.ai and Tidio follow at 69% and 63% respectively, both visible on all four engines. Freshdesk and LivePerson hold the next tier at 42% and 31%, then the shortlist drops off sharply — gorgias.com shows up in 25% of queries, yellow.ai in 13%. Cognigy and ServiceNow each surface on only three of the four engines, fragile visibility despite mention counts in the 30s and 40s.

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
4Kore.AI
4/6
5Nice
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 54/100

Boost.ai wins every head-to-head comparison across four matchups. Trello Bot scores 79 across five comparisons, Azure AI Language 76 across ten. Cognigy appears in eleven head-to-heads but loses more than it wins, scoring 62 against a category median of 54. Helpshift and Forethought each show up in over a dozen comparison queries and score near the median — neither wins decisively, but both get asked about frequently enough to matter in the evaluation stage.

0255075100Evaluation citation rate — % of category evaluation prompts citing this brand0471114Evaluation 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 54/100

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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