Subcategory · AI Citation Index

Who AI is citing in Document Collaboration

No single brand owns Document Collaboration shortlists; ClickUp and Miro tie at 73 in head-to-head evals, Nuclino rising fastest (+13 pts).

Brands tracked

71

Avg AEO score

65/100

Citation coverage

0%

of brands cited at least once

Dominant brands

0

cited > 50% of queries

Discovery stage

The shortlist

When buyers ask AI for the best Document Collaboration software

No discovery-stage prompts have been scored against this category yet — once the shortlist cron runs, this section will surface which brands AI cites most.

Evaluation stage

The battleground

How brands fare on comparison queries · category median 47/100

ClickUp and Miro share the top evaluation score at 73, each appearing in 4 comparison queries. Coda (51 across 5 queries) and Imanage (51 across 4) sit at the median of 47. Notion, despite brand recognition, scores just 48 in head-to-head matchups.

Each brand's evaluation score averages how AI responds to head-to-head comparison queries that mention them. Above-median brands win their comparisons more often than they lose.

Trends

Over the last 12 months

Two months of audit data show category-wide scores climbing from 61 to 65. Nuclino jumped 13 points month-over-month, the sharpest rise tracked. Notion fell 5 points in the same window.

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Editorial picks

Brands worth watching

FAQ

Document Collaboration questions, answered

Which document collaboration tool does AI recommend most often?+
No single tool dominates — the 0% shortlist coverage rate across 14 prompts means AI spreads recommendations across the 71-brand field. ClickUp and Miro tie at 73 in evaluation queries, but neither owns the category in discovery-stage searches.
How does Notion perform in AI-driven comparisons?+
Notion scores 48 in head-to-head evaluations, just above the 47 median but below ClickUp (73), Miro (73), and Coda (51). Its citation score also dropped 5 points month-over-month, the steepest decline tracked in recent audits.
What is the best document collaboration software for real-time editing?+
AI doesn't converge on a single answer — the category's 0% shortlist dominance reflects no consensus. ClickUp and Miro both score 73 in comparison queries, while Nuclino's 13-point monthly rise suggests growing traction for lightweight alternatives.
Are all-in-one tools like ClickUp beating point solutions in AI citations?+
ClickUp ties for the top evaluation score at 73, and Zoho CRM Plus leads featured candidates at 78 despite being a CRM suite. AI appears to recommend bundled platforms frequently, though specialist tools like Miro (73) and Nuclino (rising 13 points) still compete.
Which document collaboration brand is rising fastest in AI recommendations?+
Nuclino gained 13 points between March and April 2026, the sharpest momentum shift in the category. Its 71 featured-candidate score reflects AI's increasing willingness to cite newer, focused collaboration tools alongside legacy names.
Why does Document Collaboration have such fragmented AI citations?+
71 brands compete with zero shortlist dominance across 14 audited prompts. The category spans wikis, doc editors, project managers, and hybrid tools, so AI models lack a clear rubric for what counts as 'document collaboration' and rotate recommendations widely.

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