Category · AI Citation Index
Workflow Automation
The shortlist is a duopoly with a dark horse. Zapier and Make each surface in more than 84% of buyer queries across every AI engine we track, trading citations one-for-one. Workato trails in discovery share — appearing in 65% of prompts and missing one engine — but wins the most head-to-head comparisons at 78 out of 100. The surprise is the cluster of absent giants: Boomi, UiPath, Automation Anywhere, and n8n all score above 70 in evaluation matchups yet barely surface in AI discovery prompts, punching above their weight when named but rarely getting named at all. This is a contested category — two brands own AI attention at the top of funnel, a third wins on merit when surfaced, and a long tail of enterprise RPA and open-source iPaaS platforms win comparisons without capturing eyeballs.
278 discovery queries · 127 head-to-heads · refreshed May 1, 2026
Discovery stage
The shortlist
Across 278 buyer-style "Workflow Automation" queries
Make and Zapier dominate AI discovery prompts, each surfacing across all five engines in more than 84% of buyer queries about workflow automation. Workato holds third position at 65% share but misses one engine entirely. Intercom, Copy, and handoff.ai appear in the category shortlist despite belonging to adjacent segments — AI chatbots and content generation — signaling fuzzy category boundaries in AI engine training data.
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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 57/100
When buyers ask AI to compare workflow automation options, Zapier wins 79 out of 100 head-to-head matchups, the highest score across six comparison queries. Relay, Bardeen, Jasper, Moveworks, Cognigy, Mulesoft, and Copy all land in the 61-69 range across 10-13 head-to-heads each, suggesting a crowded middle tier where no single brand dominates evaluation-stage prompts. The category median is 57, so most brands named in comparisons win more than they lose.
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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.
Brands to know
In this category
Workato
RiserEnterprise iPaaS for complex integration workflows
Read brand profile →Zapier
Consensus pickNo-code automation for SMB SaaS workflows
Read brand profile →Make
Visual workflow builder for multi-step automations
Read brand profile →N8n
Absent giantOpen-source self-hosted workflow automation platform
Read brand profile →Uipath
Absent giantEnterprise RPA for desktop task automation
Read brand profile →Drill down
Subcategories
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