Luzmo vs Zoho Analytics
Two of fourteen models named Luzmo first on the direct prompt; zero named Zoho Analytics. Luzmo was named by thirteen of the fourteen models and Zoho Analytics by nine and Luzmo carries 35 labels and Zoho Analytics 11, 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.
By framing
LuzmoFirst choices, of fourteen modelsZoho Analytics
Across every category in the November 2026 Edition, Luzmo and Zoho Analytics were named in the same answer twenty-eight times, of the 104 answers naming Luzmo and the 41 naming Zoho Analytics. In those answers Zoho Analytics took the first choice eight times and Luzmo three.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | | ||||
| Grok 4.20 | | | ||||
| 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 | | | | |
Luzmo Zoho Analytics first choice named as an alternative argued againstblank: not namedEach cell is one answer, Luzmo on the left and Zoho Analytics on the right.The direct prompt
Luzmo first, Zoho Analytics not the choice
2 of 14 modelsZoho Analytics was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Zoho Analytics15%#2 of 13Luzmo8%#4 of 13Luzmo17%#2 of 15Zoho Analytics2%#7 of 15Luzmo0%#10 of 15Zoho Analytics0%#– of 15What the models said about Luzmo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid platforms like Luzmo ($2,000+/month)” DeepSeek V4 Flash · budget prompt · hard negative
“Luzmo (€1,995+/month)” Grok 4.20 · budget prompt · hard negative
“Luzmo is an embedded analytics platform built specifically for SaaS companies that need customer-facing dashboards with white-label control” Claude Haiku 4.5 · paraphrase prompt · first choice
“Luzmo — if you want to get customer-facing analytics live fast at a predictable mid-market price point” DeepSeek V4 Flash · direct prompt · first choice
“the default recommendation is Luzmo if customer-facing analytics is a core product feature” Perplexity Sonar · paraphrase prompt · first choice
What the models said about Zoho Analytics
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Zoho Analytics is the best overall choice if you need polished, white-label embedded analytics” Perplexity Sonar · budget prompt · first choice
“Zoho Analytics is a solid pick if you want to embed branded dashboards and reports into your own product or portal without a big budget.” Muse Glimmer 30B · direct prompt · alternative
“For white-label embedding on a tight budget, Zoho Analytics and Dashrendr are strong choices.” Mistral Small · budget 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.