Markets ›financial reporting automation 122 brands
Tableau is named most often — in 32 of 36 answers. 6 questions a buyer would type, asked of 2 assistants 3 times each.
8 brands in this market were named in none of the 36 answers: Microsoft Excel, Microsoft Fabric, Oracle Financial Reporting, Reportworq, Reportworq.com, Smartsheet, Taboola, VBA.
The questions
These belong to the market, not to any brand in it. Each was asked 6 times across two assistants. Questions naming a brand are excluded, since they hand that brand a free mention.
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Method
market financial reporting automation
brands measured 122
run as subjects 0
questions 6
answers per brand 36
brand list version be85ef8d536d
Questions went to the OpenAI and Anthropic APIs with web search off, each in a fresh context with no history. That measures what the models already know about these brands rather than what they would find on the web today, so it is a floor on visibility rather than a replica of any one person's chat.
Repeated measurements of the same brand move within about 12 points, so a difference smaller than that is not meaningful. Brands closer together than that are shown tied rather than ordered.
How the table is ordered. By how many of the 36 answers named each brand. Brands on the same count share a rank and are shown in the order the assistants tended to list them. A brand counts once per answer, however many times it is named in it.
How close is close. Two brands share a rank only when their counts are identical. Beyond that, a gap smaller than about four answers is inside what this measurement moves between runs — so read near-neighbours as close rather than settled, which is why every row keeps its interval.