18 products named when we asked ChatGPT three SaaS buying questions twice. Was yours?

Your next customer just asked AI for a shortlist.

Buyers ask ChatGPT for the best CRM, the best PM tool, the best accounting software, and get four names before any vendor knows a deal exists. Honeyb measures whether you are one of them, then works to make you one.

Check your AI visibility free

The questions we tested“best CRM for a 20-person B2B company”“best project management software for agencies”“best accounting software for startups”

What we measured

The demo request you never got was decided in a chat window. AI names three to five products per answer. Everyone else is page two.

products named across six answers to three buying questions

70%

average overlap between two identical runs; the rest is churn you can enter through

2 of 3

questions changed their top recommendation between identical runs

Measured 12 August 2026: three buyer questions, asked twice each on ChatGPT (gpt-5-mini). Small sample, real answers. Run your own brand through the free check for yours.

Measure, decide, act

Every day, one ranked next move.

Honeyb scans the engines daily, weighs everything it measured about your brand, and hands you the action that would move your visibility most, with the evidence attached. When the action is content, the content engine can draft and publish it. Your team approves; the work happens.

Also available over the API

today's recommendation

{

"rank": 1,

"action": "publish_comparison_page",

"reason":

Competitor leads 8/10 sampled answers for your core

category prompt; cited from two G2 roundups you are

absent from.

"evidence":

"prompt": "best crm for smb"

"driving_sources": ["g2.com", "reddit.com"]

}

For founders and heads of growth

What this looks like in your world.

The shortlist forms before the funnel

By the time a buyer hits your site they have usually seen an AI answer. If that answer named competitors, you start the deal from behind, or never see it.