Leader
100%of answers name it
The most visible B2B business intelligence tools on ChatGPT, October 2026
Most cited source
26citations
From ChatGPT
Where engines disagree most
One engine
This page reads ChatGPT only. Set Engine to All to compare them.
Brands
| Rank | Brand | Heralded Score | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|
| = 1#1 overall | | 97 , range 88–99 | 100% | 92% | | First reading | |
| = 1#1 overall | | 97 , range 88–99 | 100% | 92% | | First reading | |
| 3#3 overall | | 88 , range 77–95 | 92% | 71% | | First reading | |
| 4#4 overall | | 81 , range 67–90 | 79% | 58% | None | First reading | |
| 5#5 overall | | 79 , range 64–89 | 79% | 54% | None | First reading | |
| 6#6 overall | | 52 , range 37–75 | 46% | 33% | None | First reading | |
| 7#7 overall | | 45 , range 35–62 | 33% | 31% | | First reading | |
| 8#8 overall | | 39 , range 27–59 | 38% | 13% | | First reading | |
| 9#9 overall | | 23 , range 14–41 | 21% | 0% | None | First reading | |
| 10#10 overall |  Amazon QuickSight US | 23 , range 12–42 | 17% | 4% | | First reading |
“=” marks brands whose score ranges overlap, so the test cannot separate them. Every brand named in at least three answers is ranked. By engine has one dot per engine (ChatGPT, Google AI Overviews, Gemini and Google AI Mode), darker the more often it names the brand.
Most cited sources
| Rank | Source | Type | Cited in | Engines | Pages cited | Brands its pages mention |
|---|---|---|---|---|---|---|
| 1 | | Review site | 4.2% | 1 of 4 | 2 | 0 |
| 2 | Withheld. Run a full Snapshot to see it. | |||||
| 3 | | Review site | 4.2% | 1 of 4 | 1 | 0 |
The questions, and who wins each
Each engine's top three
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Method
Each month Heralded asks every engine the same buyer questions, twice each, and reads every answer. An answer counts 0 for a brand it leaves out, 50 for a brand it names and 100 for a brand it recommends, and the Heralded Score is built from those. A brand named in at least three answers gets a score and a place.