Zero of twelve models named Metabase first on the direct prompt; one named ThoughtSpot. Metabase was named by eleven of the twelve models and ThoughtSpot by twelve and Metabase carries 32 labels and ThoughtSpot 26, so the shares are not directly comparable.
United States. Named in three categories this edition.
Palo Alto, United States, founded 2012. Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the dashboards and data visualization page.
Across every category in the September 2026 Edition, Metabase and ThoughtSpot were named in the same answer thirty times, of the 119 answers naming Metabase and the 69 naming ThoughtSpot. In those answers ThoughtSpot took the first choice zero times and Metabase three.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“this is the gold standard for getting high-end BI capabilities to an unlimited number of users for the cost of a basic cloud hosting server” Gemini 3.5 Flash · budget prompt · first choice
“Microsoft Power BI, and Metabase offer the best balance of cost and capability for small and mid-sized teams” Claude Haiku 4.5 · budget prompt · first choice
“the best BI and dashboard tool is usually Metabase if you want the lowest cost with solid dashboarding” Perplexity Sonar · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“ThoughtSpot — Starts at $25/user but balloons quickly” DeepSeek V4 Flash · budget prompt · hard negative
“Pricing opacity; consumption model can escalate significantly” Kimi K2 · negative prompt · soft negative
“ThoughtSpot - Best for AI-powered business intelligence with GenAI-powered self-serve experience.” Llama 4 Maverick · direct prompt · first choice
“Choose ThoughtSpot if your goal is to empower *everyone* to self-serve without teaching them to code.” Qwen 3.7 Flash · comparative prompt · alternative
“Select ThoughtSpot if: Your leadership team is frustrated because they wait days/weeks for reports” Qwen 3.7 Flash · direct prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.