AI share of voice · proposal software · September 2026

When a buyer asks ChatGPT or Perplexity for proposal software, who gets named?

We asked both assistants the twelve questions a buyer types when choosing a vendor — 24 live answers — and counted how often each vendor was named, and which websites the assistants read to decide. No vendor was involved. The numbers are below; the method is at the bottom.

24live answers (12 ChatGPT, 12 Perplexity)
20vendors named at least twice
88%of answers name PandaDoc, the category leader
10sites cited in a fifth or more of answers

Share of answers that name each vendor

Aliases, product names and old names are merged. Percentages are of all 24 answers. Vendors named only once are omitted.

The default answers

PandaDoc88%
Qwilr75%
Better Proposals71%
Proposify71%

The middle pack

CPQ46%
Loopio38%
GetAccept33%
HubSpot25%
RFPIO25%

Rarely named

Bonsai12%
Conga12%
Jotform12%
Prospero12%
Stripe12%
AutoRFP8%
DDQs8%
DealHub8%
DocSend8%
Google Docs8%
Oneflow8%

The two assistants do not agree

ChatGPT and Perplexity build their answers from different pages, so the same vendor can be a default on one and near-invisible on the other. The largest gaps:

VendorChatGPTPerplexity
CPQ83%8%
HubSpot50%0%
RFPIO50%0%
Qwilr92%58%
Better Proposals83%58%
Proposify83%58%
Loopio50%25%
Jotform0%25%

What the assistants read to decide

Every answer came with source links. These are the domains cited most across all 24 answers. Presence on the top few (g2.com, capterra.com, getaccept.com, blog.hubspot.com) determines the category far more than anything on a vendor's own site.

SourceAnswers citing itWhat it is
g2.com17Review aggregator
capterra.com10Review aggregator
getaccept.com10
blog.hubspot.com8HubSpot's tool roundups
jotform.com8
pandadoc.com7
betterproposals.io7
monday.com7
portant.co5
nutshell.com5
proposify.com4
qwilr.com4
PandaDoc is named in 88% of answers, Qwilr in 75%, Better Proposals and Proposify in 71%: a four-vendor default set. G2 and Capterra carry the most sources, and GetAccept's own comparison posts are cited as often as Capterra.

Method

The twelve prompts: Best proposal software for startups · Compare the leading proposal software tools. · Recommend a proposal software for a team of 10. · What are the top proposal software options in 2026? · What is a good alternative to the most popular proposal software? · What is the best proposal software? · What is the most affordable proposal software? · What proposal software do professionals actually recommend? · What should I look for when choosing a proposal software? · Which proposal software has the best reviews? · Which proposal software should a small business use? · Who are the leading providers of proposal software?

Each prompt was sent live to ChatGPT and Perplexity (ChatGPT as gpt-5 with web search on; Perplexity as sonar) via the DataForSEO LLM Responses API on 25 September 2026 — 24 answers. Every answer was checked for each vendor name using case-insensitive matching with aliases and old names merged; vendors were drawn from the answers themselves, so a vendor that no answer named does not appear. Source links inside each answer were counted once per domain per answer (up to eight domains per answer, so citation counts are lower bounds). Answers were truncated at 4,000 characters before scoring. Assistants are non-deterministic: a single vendor's share can move several points between runs. Total cost of the data on this page: US$0.56.

We re-run categories monthly. If a vendor on this list wants the per-question breakdown for their brand — which questions they are named for, which they are not, and which sources carried the answers that omit them — it is free; write to audits@agentbuilt.dev. Want it every month, with the month-over-month trend? Brand Watch does that for one brand at $39 a month.

Want this for your own category?

Not on this list, or want to see today's answers for your own brand? The free AI visibility check asks ChatGPT and Perplexity two of these questions live, in about a minute. The free AI visibility audit runs the same twelve questions for any brand in any category and sends you the report. No card, no call. Other categories: appointment scheduling software, cold email software, CRM for small business, email marketing software, form builder, help desk software, invoicing software, landing page builder, lease accounting software, live chat software, password manager, podcast hosting platform, rank tracking software, screen recording software, social media scheduling tool, time tracking software, uptime monitoring tool, video hosting platform, website builder, website heatmap tool.