Subcategory · AI Citation Index
Proposal & CPQ
Proposal & CPQ is a contested category with no consensus pick — Salesforce is the only brand that both captures eyeballs in discovery and wins more head-to-heads than it loses. PandaDoc dominates the AI discovery shortlist, showing up in 96% of buyer queries across all five engines, yet loses most head-to-head comparisons to Proposify, Qwilr, and Salesforce. Proposify wins more matchups than any other brand across a dozen head-to-heads but trails PandaDoc and Salesforce in raw discovery share. The category remains fragmented: no single brand holds both the AI attention lead and the evaluation win-rate crown.
54 discovery queries · 84 head-to-heads · refreshed May 1, 2026
Discovery stage
The shortlist
Across 54 buyer-style "Proposal & CPQ" queries
PandaDoc and Salesforce trade the top two discovery slots, each surfacing across all five engines tracked in more than 92% of buyer queries about proposal and CPQ tools. Built lands in 91% of prompts but has no evaluation-stage data to confirm head-to-head strength. Qwilr and Proposify follow at 80-83% discovery share, with Conga Grid a step behind at 74%. SAP CPQ surfaces across every engine but appears in only 30% of discovery prompts, leaving thin AI attention despite ubiquitous engine presence.
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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 60/100
Proposify wins the most head-to-head matchups, scoring 79 across a dozen comparison queries — well above the category median of 60. Salesforce and Qwilr each win more matchups than they lose, while PandaDoc and Conga Grid fall below the median despite strong discovery share. IBM Sterling Configure, Price, Quote loses most head-to-heads, scoring 41 across twelve comparisons.
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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
Salesforce
Consensus pickEnterprise CPQ embedded in Salesforce CRM
Read brand profile →PandaDoc
KingmakerDocument automation and e-signature for sales
Read brand profile →Proposify
Web-based proposal software for agencies
Read brand profile →Qwilr
KingmakerInteractive web-based proposals and quotes
Read brand profile →Conga Grid
Spreadsheet CPQ for Salesforce quote workflows
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
Every query in this category is top-of-funnel exploration — buyers ask AI for proposal and CPQ tools tailored by company type, vertical, or compliance need. Sample phrasings include 'proposal and CPQ tools for SaaS companies', 'proposal and CPQ solutions for enterprise companies', and 'How do I ensure compliance in my proposals?' No head-to-head comparison queries, pricing questions, or conversion-stage prompts appear in the data set.
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
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