Subcategory · AI Citation Index
AI Agents
AI Agents is a fragmented category with two distinct patterns: Intercom is the consensus pick, surfacing in 57% of discovery prompts across all four engines, while ServiceNow AI Agents wins the most head-to-head comparisons despite showing up in 54% of queries. Azure OpenAI Service captures eyeballs on all four engines but loses more comparison fights than it wins. Three absent giants — Atlassian, ClickUp, and Notion — score 78 in head-to-heads yet barely surface in AI discovery prompts, suggesting the category has enterprise heavyweights that AI engines skip when buyers ask for shortlists. The category is contested: no single brand owns both discovery share and evaluation wins, and 82 brands split attention across widely varying use cases.
171 discovery queries · 223 head-to-heads · refreshed Aug 16, 2026
Discovery stage
The shortlist
Across 171 buyer-style "AI Agents" queries
Intercom and ServiceNow AI Agents trade the top two discovery slots, each visible on all four engines and surfacing in more than half of buyer queries about AI agent software. Azure OpenAI Service and LangChain follow closely, both appearing across ChatGPT, Claude, Gemini, and Perplexity in roughly 49% and 47% of discovery prompts respectively. Drift, UiPath, Handoff, Base, CrewAI, and LlamaIndex each show up on all four engines but capture smaller shares — between 30% and 39% of queries — forming a competitive mid-tier with no clear separation.
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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.
Evaluation stage
Head-to-head
How often AI cites each brand across uniform category evaluation prompts · median 1/100
ServiceNow and Microsoft Copilot Studio win the most head-to-head comparisons, averaging scores of 41 and 39 across roughly 30 and 27 matchups respectively. LangChain appears in two dozen comparison queries but scores 34, while Intercom — despite its strong discovery share — averages only 31 across 22 head-to-heads. UiPath ties Intercom at 31, and CrewAI and Drift trail at 26 and 23, losing more comparison fights than they win.
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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.
Trends
Over the last 12 months
ServiceNow AI Agents gained 13 points in AI attention over the past six months, while Azure OpenAI Service fell 16 points — the sharpest decline in the category.
Brands to know
In this category
Intercom
Consensus pickCustomer messaging platform with AI chatbots
Read brand profile →ServiceNow AI Agents
RiserEnterprise workflow automation with generative AI
Read brand profile →LlamaIndex
Framework for LLM-powered data indexing
Read brand profile →Azure OpenAI Service
FallerMicrosoft cloud platform for OpenAI models
Read brand profile →Atlassian
Absent giantTeam collaboration suite with AI features
Read brand profile →Citation sources
Where AI pulls citations from
728 citations captured across AI Agents prompt runs.
Vendor pages
195Product, help, and marketing pages from tracked vendors
Independent sources
148Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top AI Agents questions
Buyers ask AI exploratory questions about use cases and capabilities — phrasings like 'What role do AI agents play in enhancing customer experience?', 'AI agent software with machine learning capabilities', and 'how to assess the adaptability of AI agents software'. A smaller set of prompts digs into technical evaluation criteria: key performance indicators, data analysis fit, and user interface quality. The questions stay high-level, naming workflows and decision factors rather than drilling into pricing or deployment specifics.
Discovery
Buyers exploring the category- Best live chat software of 2026techradar.com
Evaluation
Buyers comparing optionsWant to know if AI cites your brand for AI Agents?
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