ThoughtSpot vs Zoho Analytics
One of twelve models named ThoughtSpot first on the direct prompt; one named Zoho Analytics. ThoughtSpot was named by twelve of the twelve models and Zoho Analytics by ten and ThoughtSpot carries 26 labels and Zoho Analytics 18, so the shares are not directly comparable.
Palo Alto, United States, founded 2012. Named in two 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
ThoughtSpotFirst choices, of twelve modelsZoho Analytics
Across every category in the September 2026 Edition, ThoughtSpot and Zoho Analytics were named in the same answer sixteen times, of the 69 answers naming ThoughtSpot and the 72 naming Zoho Analytics. In those answers Zoho Analytics took the first choice three times and ThoughtSpot zero.
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 | | | |
ThoughtSpot Zoho Analytics first choice named as an alternative argued againstblank: not namedEach cell is one answer, ThoughtSpot on the left and Zoho Analytics on the right.The direct prompt
ThoughtSpot first, Zoho Analytics not the choice
1 of 12 modelsZoho Analytics was named in the answer but not as the choice, or not at all.Zoho Analytics first, ThoughtSpot not the choice
1 of 12 modelsThoughtSpot was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 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
Zoho Analytics27%#3 of 8ThoughtSpot0%#6 of 8ThoughtSpot2%#5 of 13Zoho Analytics2%#6 of 13ThoughtSpot0%#6 of 11Zoho Analytics0%#– of 11What the models said about ThoughtSpot
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“ThoughtSpot — Starts at $25/user but balloons quickly” DeepSeek V4 Flash · budget prompt · hard negative
“Pricing opacity; consumption model can escalate significantly” Kimi K2 · negative prompt · soft negative
“ThoughtSpot - Best for AI-powered business intelligence with GenAI-powered self-serve experience.” Llama 4 Maverick · direct prompt · first choice
“Choose ThoughtSpot if your goal is to empower *everyone* to self-serve without teaching them to code.” Qwen 3.7 Flash · comparative prompt · alternative
“Select ThoughtSpot if: Your leadership team is frustrated because they wait days/weeks for reports” Qwen 3.7 Flash · direct prompt · alternative
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.