Looker Studio vs Zoho Analytics
Zero of fourteen models named Looker Studio first on the direct prompt; zero named Zoho Analytics. Looker Studio was named by fourteen of the fourteen models and Zoho Analytics by twelve and Looker Studio carries 28 labels and Zoho Analytics 19, so the shares are not directly comparable.
By Google, Mountain View, California, United States, founded 1998. Named in seven categories this edition.
Named in four categories 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 dashboards and data visualization page.
By framing
Looker StudioFirst choices, of fourteen modelsZoho Analytics
Across every category in the November 2026 Edition, Looker Studio and Zoho Analytics were named in the same answer sixty-seven times, of the 130 answers naming Looker Studio and the 95 naming Zoho Analytics. In those answers Zoho Analytics took the first choice nine times and Looker Studio twenty-two.
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 | |
Looker Studio Zoho Analytics first choice named as an alternative argued againstblank: not namedEach cell is one answer, Looker Studio on the left and Zoho Analytics on the right.The direct prompt
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
12 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
Looker Studio22%#2 of 9Zoho Analytics12%#4 of 9Looker Studio16%#2 of 13Zoho Analytics4%#5 of 13Looker Studio0%#– of 13Zoho Analytics0%#– of 13What the models said about Looker Studio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“free tier, great for basics but less enterprise” Grok 4.20 · scale prompt · soft negative
“Limited advanced analytics & governance” Grok 4.20 · paraphrase prompt · soft negative
“Looker Studio is the best overall choice if your data is mainly in Google Sheets, Google Analytics, or Google Ads. It is free” Perplexity Sonar · budget prompt · first choice
“Zoho Analytics and Looker Studio are your strongest options depending on your existing tools and data sources.” Claude Haiku 4.5 · budget prompt · first choice
“Data Studio is the only free cloud plan in that set with no stated cap on how many people you can share reports with.” Muse Glimmer 30B · budget 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. Four of four in this category shown.
“Zoho Analytics, for example, may require annual purchasing; avoid committing before testing data connectors, user growth, and cancellation terms.” Perplexity Sonar · negative prompt · soft negative
“Zoho Analytics: It is a top pick for businesses that want to bring data from multiple applications into customizable dashboards” Llama 4 Maverick · budget prompt · first choice
“Zoho Analytics (Best Overall for Budget-Conscious Teams)” Claude Haiku 4.5 · budget prompt · first choice
“Best affordable all-purpose option for combining accounting, CRM, ecommerce, and operational data” Perplexity Sonar · 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.