The most visible business intelligence tools, October 2026

October 2026 · 12 questions asked in English, worldwide · ChatGPT, Google AI Overviews, Gemini and Google AI Mode · 96 answers read

Most cited source

gartner.com

48citations

From Google AI Mode, Gemini, Google AI Overviews and ChatGPT

Where engines disagree most

They agree

Every engine names the same top three.

Brands

Rank Brand Rank change Heralded Score Score trend Mentioned Recommended By engine Mentioned by Change
11 Apache Superset US New entry 6 , range 3–26
6
  • : score 6 · #11
6% 4% None First reading
12 Amazon QuickSight US New entry 5 , range 2–19
5
  • : score 5 · #12
6% 1% None First reading
13 Microsoft Fabric US New entry 3 , range 1–12
3
  • : score 3 · #13
3% 1% None First reading
14 Lightdash GB New entry 3 , range 1–10
3
  • : score 3 · #14
3% 1% None First reading
15 Board CH New entry 2 , range 1–9
2
  • : score 2 · #15
3% 0% None First reading
16 GoodData US New entry 2 , range 1–8
2
  • : score 2 · #16
3% 0% None First reading
– AnswerRocket US Unranked Too few answers
–
  • : Unranked
1% 0% None First reading
– Blue Yonder US Unranked Too few answers
–
  • : Unranked
1% 1% None First reading
– ClicData FR Unranked Too few answers
–
  • : Unranked
3% 0% None First reading
– Databox US Unranked Too few answers
–
  • : Unranked
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.

This month's moves

First reading. No comparable previous month yet.

Biggest risers

No clear rise.

Biggest fallers

No clear fall.

Drop-outs

No drop-outs.

Most cited sources

Rank Source Type Cited in Engines Pages cited Brands its pages mention
11 metabase.com Brand site 8.3% 3 of 4 8 0
12Withheld. Run a full Snapshot to see it.
13 mopinion.com Vendor site 8.3% 3 of 4 1 5
14Withheld. Run a full Snapshot to see it.
15Withheld. Run a full Snapshot to see it.
16 zapier.com Vendor site 7.3% 2 of 4 1 2
17Withheld. Run a full Snapshot to see it.
18 quora.com Community 6.3% 2 of 4 3 3
19Withheld. Run a full Snapshot to see it.
20Withheld. Run a full Snapshot to see it.

The questions, and who wins each

QuestionLanguageWins it
business intelligence software with the best support English Power BI
which business intelligence software do experts recommend English Power BI and Tableau, tied

Each engine's top three

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.

How the leaderboards are measured