Subcategory · AI Citation Index

Document Generation

Document generation is fragmented — no single brand dominates AI attention. PandaDoc captures the most discovery eyeballs at 51%, surfacing across all four engines, but Microsoft 365 and Practice.do follow within ten points. The head-to-head picture is thinner: Qwilr wins more comparisons than it loses, while DocuSign — an absent giant — scores highest in evaluation prompts yet barely surfaces in AI discovery. Coda is rising, gaining ten points in recent months. This is a contested category with no consensus pick.

35 discovery queries · 48 head-to-heads · refreshed May 1, 2026

Discovery stage

The shortlist

Across 35 buyer-style "Document Generation" queries

PandaDoc shows up in 51% of discovery prompts and surfaces on ChatGPT, Perplexity, Gemini, and Claude. Microsoft 365 trails at 43%, also visible across all four engines, while Practice.do lands at 40% with the same four-engine footprint. Conga and Google Workspace each capture around a third of buyer queries, both appearing on every engine tracked. No brand owns more than half the discovery share.

0%5%9%14%18%Coverage — share of discovery prompts where the brand surfaces46%58%70%83%95%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

Get weekly AI visibility changes for Document Generation sent to your inbox.

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
2Handoff
3/4
3Seismic
3/4
4PandaDoc
3/4
5Qwilr
2/4
1PandaDoc
3/4
2Proposify
3/4
3Qwilr
3/4
4Loopio
3/4
5Better Proposals
2/4
1Recommend
4/4
2PandaDoc
4/4
3Conga
3/4
4Ironclad
2/4
5Conga CLM
2/4
1Recommend
2/3
2Oracle
2/3
3Conga
1/3
4PandaDoc
1/3
5Formstack
1/3
1Ironclad
2/3
2PandaDoc
2/3
3Conga Composer
1/3
4Proposify
1/3
5Conga
1/3
1
Gitbook
2/3
2Paligo
2/3
3Scribe
1/3
4SwaggerHub
1/3
5Microsoft
1/3
1Microsoft
3/3
2PandaDoc
3/3
3Coda
2/3
4Google Workspace
2/3
5Proposify
2/3
1Canva
2/3
2PandaDoc
2/3
3Overleaf
2/3
4Microsoft
2/3
5Jasper
1/3
≥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 58/100

Qwilr wins more head-to-head comparisons than it loses, averaging 69 out of 100 across fourteen matchups — above the category median of 58. Coda scores 62 in a dozen head-to-heads, while Conga falls to 54. DocuSign scores 41 in ten comparisons, losing most of the fights it appears in despite strong brand recognition.

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 58/100

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

Buyers ask AI for document-generation tools tailored to job function and use case — content creators looking for report builders, event planners seeking proposal software, educators hunting lesson-plan tools. Every query we captured is discovery-stage exploration, no head-to-head comparisons or pricing questions. Phrasing is vertical-specific: 'what document generation solutions do event planners use for proposals?' and 'what software do educators use for creating lesson plans?'

Discovery

Buyers exploring the category

Evaluation

Buyers comparing options

Want to know if AI cites your brand for Document Generation?

Free audit. ChatGPT, Perplexity, Gemini, Claude.

Run an audit →

See the full Document Generation leaderboard →