Five of fourteen models named Sisense first on the direct prompt; one named Luzmo. Sisense was named by fourteen of the fourteen models and Luzmo by eleven and Sisense carries 39 labels and Luzmo 29, so the shares are not directly comparable.
Named in one category 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 fourteen 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 embedded analytics page.
Across every category in the October 2026 Edition, Sisense and Luzmo were named in the same answer thirty-eight times, of the 102 answers naming Sisense and the 84 naming Luzmo. In those answers Luzmo took the first choice ten times and Sisense two.
| 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 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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 eight in this category shown.
“A catastrophic, highly publicized supply chain data breach in April 2024.” Gemini 3.5 Flash · negative prompt · hard negative
“Avoid: Enterprise platforms like Tableau, Looker, or Sisense” Kimi K2 · budget prompt · hard negative
“Enterprise-grade tools (like Looker, Sisense, or Tableau) often require complex sales negotiations and five-to-six-figure annual contracts.” Gemini 3.5 Flash · budget prompt · soft negative
“Sisense is widely considered the strongest all-around contender due to its balance of price, ease of integration, and powerful visualization engine.” Qwen 3.7 Flash · direct prompt · first choice
“Best for mid-market SaaS products that want a turnkey embedded solution; teams without ecosystem commitments to Microsoft or Salesforce” Claude Haiku 4.5 · direct prompt · first choice
“For most mid-market B2B companies, Sisense and Explo are the strongest contenders, with Sisense leading for technical flexibility” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“avoid per-viewer pricing like Metabase Pro or Luzmo if user base grows fast” Grok 4.1 Fast · budget prompt · soft negative
“I'd recommend Luzmo or Explo if your top priority is fast, white-labeled dashboard embedding with minimal engineering overhead.” Perplexity Sonar · paraphrase prompt · first choice
“Dedicated embedded analytics platforms (like Luzmo, Toucan, Reveal, Cube) were built from the ground up for embedding.” DeepSeek V4 Flash · negative prompt · first choice
“If you want to get it done in a week with a beautiful, fully white-labeled UX and zero developer headache: Go with Luzmo.” Gemini 3.5 Flash · paraphrase prompt · first choice
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.