Immuta
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
DataVeil is first at 18%.
DATPROF Privacy is first at 22%. 0 of 14 models made it the first choice when asked directly.
Perforce Delphix is first at 27%.
Why models recommend it
“Option A: Modern Agile Tools (Recommended) *Examples: Atlan, Monte Carlo, Datafold, Immuta.*”Qwen 3.7 Flash · Scale-constrained question · first choice
“Immuta is also worth considering, though it's often positioned more as a data access/privacy platform than a pure masking-first tool”GPT-5.4 mini · Direct question · alternative
“Best For: Cloud Data Warehouses and Lakehouses (Snowflake, Databricks, Amazon Redshift, Google BigQuery).”Gemini 3.5 Flash · Comparative question · alternative
“Best for analytics-driven companies, offering dynamic data masking and policy management”Mistral Small · Direct question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Immuta, over the 31 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 21 | 10 | View → | |
| 18 | 2 | View → | |
| 17 | 0 | View → | |
| 15 | 0 | View → | |
| 12 | 1 | View → | |
| 10 | 2 | View → | |
| 9 | 1 | View → | |
| 8 | 1 | View → | |
| 6 | 0 | View → | |
| 6 | 0 | View → |
What the models named instead of Immuta →
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 25 of the 31 answers that named Immuta and are not a share of its labels.
Domains cited
106 of the 106 domain citations in answers naming Immuta came from a third party's page.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 2 | 1 | 0 | 3 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |