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Subcategory · AI Citation Index

Document Generation

The document generation category shows moderate fragmentation with 71 consensus brands but only 12 reaching evaluation, suggesting buyers cast wide nets early before narrowing sharply. PandaDoc's 40% shortlist rate establishes clear leadership, while Microsoft and Conga tie at 32%, indicating enterprise preference for established platforms. The 18-22% cluster (Templafy, Proposify, Ironclad, Formstack) suggests specialized solutions compete by addressing specific workflows—contract lifecycle, proposals, or compliance—rather than general-purpose document assembly.

165 discovery queries · 278 head-to-heads · refreshed Oct 22, 2026

Discovery stage

The shortlist

Across 165 buyer-style "Document Generation" queries

11%19%28%36%44%Coverage — share of discovery prompts where the brand surfaces60%68%77%85%93%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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Score shifts, new entrants, citation gaps — every Monday.

Signal by intent

By topic

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

1Canva
4/4
2Visme
3/4
3Seismic
3/4
4PandaDoc
3/4
5Qwilr
2/4
1PandaDoc
3/4
2Proposify
3/4
3Qwilr
3/4
4Salesforce
3/4
5Loopio
3/4
1PandaDoc
4/4
2Conga
3/4
3Ironclad
2/4
4ContractPodAi
2/4
5Spellbook
2/4
1Oracle
3/3
2Conga Composer
1/3
3PandaDoc
1/3
4Formstack Documents
1/3
5Conga
1/3
1Ironclad
2/3
2PandaDoc
2/3
3Conga Composer
1/3
4Juro
1/3
5ContractPodAi
1/3
1
Gitbook
2/3
2MadCap Flare
2/3
3Paligo
2/3
4Scribe
1/3
5Swagger UI
1/3
1Microsoft
3/3
2PandaDoc
3/3
3Coda
2/3
4Google Workspace
2/3
5Proposify
2/3
1Canva
2/3
2Jaspersoft
2/3
3PandaDoc
2/3
4Overleaf
2/3
5LaTeX
2/3
≥50% cited
25–49%
<25%
Topics are discovery-stage prompt clusters · document-generation

Evaluation stage

Head-to-head

How often AI cites each brand across uniform category evaluation prompts · median 3/100

0255075100Evaluation citation rate — % of category evaluation prompts citing this brand09172634Evaluation 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 3/100

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.

Citation sources

Where AI pulls citations from

638 citations captured across Document Generation prompt runs.

Vendor pages

163

Product, help, and marketing pages from tracked vendors

Independent sources

167

Reviews, encyclopedias, forums, press — not vendor-owned

Buyer questions

What AI cites for top Document Generation questions

Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.

Discovery

Buyers exploring the category

Evaluation

Buyers comparing options

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Free audit. ChatGPT, Perplexity, Gemini, Claude.

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