Zero of twelve models named Looker Studio first on the direct prompt; zero named Qlik Sense. Both were named by all twelve models and Looker Studio carries 23 labels and Qlik Sense 25, so the shares are not directly comparable.
By Looker, Santa Cruz, founded 2012. Named in four categories this edition.
Named in one category 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.
| 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. Six of seven in this category shown.
“Avoid for complex relational data modeling.” Gemini 3.5 Flash · negative prompt · hard negative
“Performance issues with large, heavily-blended datasets ... Frequent connector failures for non-Google platforms” GLM 4.7 FlashX · negative prompt · soft negative
“Free, but has significant limitations: Performance degrades badly beyond ~100MB” DeepSeek V4 Flash · negative prompt · soft negative
“For most small businesses starting out, Looker Studio (if Google-connected) or Power BI Desktop → Pro (for Microsoft shops) offer the best balance” Qwen 3.7 Flash · budget prompt · first choice
“Google Looker Studio (formerly Google Data Studio) is the best business intelligence and dashboard tool for a company with a limited budget.” Grok 4.1 Fast · budget prompt · first choice
“If your data lives in Google products (GA4, Sheets, BigQuery) → Google Looker Studio - Free, fast setup, no installation.” GLM 4.7 FlashX · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Performance degradation with large datasets (slow around 5GB) ... Steep learning curve” GLM 4.7 FlashX · negative prompt · soft negative
“Steeper learning curve; performance degradation with large datasets” Kimi K2 · negative prompt · soft negative
“Qlik Sense (but consider strategic uncertainty)” Mistral Small · negative prompt · soft negative
“Qlik Sense is a powerful tool for associative analysis and is a good fit for mid-market and enterprise organizations.” Llama 4 Maverick · paraphrase prompt · first choice
“If you have complex data relationships: Qlik Sense (associative analytics model)” Mistral Small · scale prompt · alternative
“Qlik Sense: Choose if you need associative analytics and free-form exploration” MiniMax M2.5 · 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.