Leader
96%of answers name it
The most visible American business intelligence tools on Google AI Overviews, October 2026
Most cited source
16citations
From Google AI Overviews
Where engines disagree most
One engine
This page reads Google AI Overviews only. Set Engine to All to compare them.
Brands
| Rank | Brand | Heralded Score | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|
| 1#1 overall | | 85 , range 73–91 | 96% | 58% | | First reading | |
| 2#2 overall | | 79 , range 65–87 | 92% | 46% | | First reading | |
| 3#3 overall | | 70 , range 51–81 | 83% | 29% | | First reading | |
| 4#4 overall | | 41 , range 31–59 | 42% | 13% | | First reading | |
| 5#6 overall | | 31 , range 7–46 | 17% | 13% | | First reading | |
| 6#7 overall | | 8 , range 1–38 | 13% | 0% | | First reading | |
| – |  Amazon QuickSight US | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 8% | 8% | None | First reading | |
| – | | Too few answers | 0% | 0% | None | 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 | | Vendor site | 20.8% | 1 of 4 | 1 | 0 |
| 2 | | Vendor site | 20.8% | 1 of 4 | 1 | 7 |
| 3 | | Vendor site | 16.7% | 1 of 4 | 1 | 10 |
| 4 | Withheld. Run a full Snapshot to see it. | |||||
| 5 | Withheld. Run a full Snapshot to see it. | |||||
| 6 | Withheld. Run a full Snapshot to see it. | |||||
| 7 | Withheld. Run a full Snapshot to see it. | |||||
| 8 | | Vendor site | 8.3% | 1 of 4 | 1 | 0 |
| 9 | Withheld. Run a full Snapshot to see it. | |||||
| 10 | Withheld. Run a full Snapshot to see it. | |||||
The questions, and who wins each
| Question | Language | Wins it |
|---|---|---|
| best business intelligence software for a data-driven company | English | |
| business intelligence software recommendations for a head of analytics | English | |
| top business intelligence software | English | |
| how to choose business intelligence software | English | No brand recommended |
| what to look for in business intelligence software | English | No brand recommended |
| business intelligence software for a team of 20 to 200 | English | |
| business intelligence software that integrates with Snowflake | English | No brand recommended |
| business intelligence software with GDPR-compliant hosting | English | No brand recommended |
| business intelligence software for retail | English | No brand recommended |
| most reliable business intelligence software | English | |
Each engine's top three
Related leaderboards
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.