LookervsZoho Analytics
How 10 AI models weigh Looker against Zoho Analytics on the 1 buying question where both came up.
- Looker
- 97%of answers named it
- Zoho Analytics
- 42%of answers named it
- Placed higher
- 40–0times Looker vs Zoho Analytics, over 40 model rankings that listed either
- Models leaning
- 10–0toward Looker vs Zoho Analytics
Which models prefer which
Share of each model's answers that named each product, and how often its ranking put one above the other (a product listed beats one left off) · On the 1 shared question, every wording
| Model | Looker | Zoho Analytics | Placed higher | Leans |
|---|---|---|---|---|
| Claude Haiku 5.5 | 100% | 83% | 4–0 | Looker |
| GPT-6 Luna | 100% | 0% | 4–0 | Looker |
| Gemini 4 Argon | 100% | 42% | 4–0 | Looker |
| Qwen 3.8 Flash | 75% | 58% | 4–0 | Looker |
| DeepSeek V4 Pro | 100% | 75% | 4–0 | Looker |
| GLM-5.3 | 100% | 100% | 4–0 | Looker |
| Kimi K3 | 100% | 50% | 4–0 | Looker |
| MiniMax M3 | 92% | 0% | 4–0 | Looker |
| Mistral Large 4 | 100% | 8% | 4–0 | Looker |
| Nemotron 3 Ultra | 100% | 0% | 4–0 | Looker |
What the models say about Looker
One reason per model, from the shared questions
- Claude Haiku 5.5
Governed, code-based semantic modeling that scales well for data teams.
- GPT-6 Luna
Strong governed metrics and embedded analytics, especially for teams already invested in Google Cloud.
- Gemini 4 Argon
LookML semantic modeling ensures governed, consistent metrics across modern cloud data warehouses.
- Qwen 3.8 Flash
Governed semantic modeling makes consistent company-wide metrics trustworthy.
- DeepSeek V4 Pro
Modern semantic modeling layer with LookML, great for embedded analytics.
- GLM-5.3
Strong governed metrics with LookML; best for data-driven enterprises.
- Kimi K3
Best governed semantic layer for consistent metrics at scale.
- MiniMax M3
Modern BI platform with powerful semantic modeling and SQL-based approach
- Mistral Large 4
Superior semantic layer for governed, scalable analytics.
- Nemotron 3 Ultra
Modern semantic layer enables governed self-service analytics
What the models say about Zoho Analytics
One reason per model, from the shared questions
- Claude Haiku 5.5
Affordable, capable self-service option for smaller organizations.
- Qwen 3.8 Flash
Affordable all-in-one BI, good for SMBs already on Zoho.
- DeepSeek V4 Pro
Affordable, solid AI assistant, and broad connector library for SMBs.
- GLM-5.3
Affordable, easy blending and reporting for SMBs.
- Kimi K3
Affordable, easy to use, surprisingly capable for small and midmarket teams.
Tracked since October 25, 2026. Each time the panel answers these questions again, both shares are added here.
Question by question
Share of all answers that named each, every wording pooled, with its place among every product named · Both-named questions first
| Question | Looker | Zoho Analytics |
|---|---|---|
| Best business intelligence tools | 97% #4 | 42% #10 |
| Best product analytics tools | 11% #15 | · |