Looker Studio vs Zoho Analytics
Zero of twelve models named Looker Studio first on the direct prompt; one named Zoho Analytics. Looker Studio was named by twelve of the twelve models and Zoho Analytics by ten and Looker Studio carries 23 labels and Zoho Analytics 18, so the shares are not directly comparable.
By Looker, Santa Cruz, founded 2012. Named in four categories this edition.
By Zoho Office Suite, India, India, founded 1996. 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.
By framing
Looker StudioFirst choices, of twelve modelsZoho Analytics
Across every category in the September 2026 Edition, Looker Studio and Zoho Analytics were named in the same answer fifty-five times, of the 124 answers naming Looker Studio and the 72 naming Zoho Analytics. In those answers Zoho Analytics took the first choice ten times and Looker Studio twenty-one.
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 4.1 Fast | | | | |||
| Mistral Small | | |||||
| DeepSeek V4 Flash | | | | |||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | | |||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | |
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
Zoho Analytics first, Looker Studio not the choice
1 of 12 modelsLooker Studio was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 of 12 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 Studio32%#2 of 8Zoho Analytics27%#3 of 8Looker Studio14%#2 of 13Zoho Analytics2%#6 of 13Looker Studio0%#– of 11Zoho Analytics0%#– of 11What the models said about Looker Studio
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
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.
“Performance dips above 10M rows; limited enterprise scalability” Kimi K2 · negative prompt · soft negative
“Zoho Analytics, Microsoft Power BI, and Metabase offer the best balance of cost and capability” Claude Haiku 4.5 · direct prompt · first choice
“For small businesses: Zoho Analytics provides the best balance of features and cost with a generous free tier.” MiniMax M2.5 · budget prompt · alternative
“affordable (from ~$25/mo), AI-powered, and excellent for mixed tech stacks with limited dedicated BI staff” DeepSeek V4 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.