Robust Intelligence
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. Robust Intelligence has 8.
Why models recommend it
“Automated testing and monitoring for ML model vulnerabilities, including bias, drift, and adversarial robustness.”Grok 4.20 · Comparative question · alternative
“One of the most established players, Robust Intelligence offers comprehensive testing for model robustness”Qwen 3.7 Flash · Comparative question · alternative
“Focuses on AI firewalls, robustness testing, and security against adversarial attacks”Grok 4.20 · Comparative question · alternative
“Automated model validation and protection against adversarial attacks”Kimi K2 · Comparative question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Robust Intelligence, over the 10 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 6 | 0 | View → | |
| 5 | 0 | View → | |
| 4 | 1 | View → | |
| 4 | 0 | View → | |
| 4 | 0 | View → | |
| 4 | 0 | View → | |
| 3 | 1 | View → | |
| 3 | 1 | View → | |
| 3 | 1 | View → | |
| 3 | 1 | View → |
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 7 of the 10 answers that named Robust Intelligence and are not a share of its labels.
Domains cited
No domain is on file for Robust Intelligence, so its own site is not marked.
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 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 2 | 0 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |