Subcategory · AI Citation Index
Proposal & CPQ
The Proposal & CPQ category shows strong vendor consolidation around document-centric platforms. PandaDoc (66% shortlist rate) and Salesforce (65%) dominate with consistent performance across five distinct buyer models each, suggesting broad applicability from SMB to enterprise. Mid-tier players like Built (58%), Qwilr (55%), and Conga Grid (54%) maintain solid positioning, while SAP CPQ's lower 31% rate despite maximum diversity hints at niche enterprise focus. The 51-brand consensus pool against only 12 evaluation brands indicates many vendors receive consideration but few undergo rigorous vetting.
170 discovery queries · 331 head-to-heads · refreshed Jul 13, 2026
Discovery stage
The shortlist
Across 170 buyer-style "Proposal & CPQ" queries
Hover or click a logo to see brand details
Get weekly AI visibility changes for Proposal & CPQ 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.
Evaluation stage
Head-to-head
How often AI cites each brand across uniform category evaluation prompts · median 14/100
Hover or click a logo to see brand details
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
PandaDoc
Leads the category with 66% shortlist rate and maximum buyer diversity, indicating strong product-market fit across company sizes and use cases.
Read brand profile →Salesforce
Matches PandaDoc's performance metrics (65%, diversity 5), likely leveraging CRM ecosystem lock-in for CPQ adoption.
Read brand profile →Built
Third-place 58% shortlist rate with maximum diversity suggests differentiated value proposition beyond the two dominant platforms.
Read brand profile →Citation sources
Where AI pulls citations from
480 citations captured across Proposal & CPQ prompt runs.
Vendor pages
221Product, help, and marketing pages from tracked vendors
Independent sources
120Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top Proposal & CPQ questions
Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.
Discovery
Buyers exploring the categoryEvaluation
Buyers comparing options- Best CPQ Software in 2024 which will automate your quotation.seeddatasystems.com
- Comparing the Top 6 CPQ Solution Providers | Salesforce Bensalesforceben.com
Want to know if AI cites your brand for Proposal & CPQ?
Free audit. ChatGPT, Perplexity, Gemini, Claude.
Run an audit →