Data as of Aug 25, 2026 · Based on 872 AI responses · See how Parse measures this
AI Red Teaming Services
Parse
https://parse.gl
continues to lead AI assistant recommendations as the top open-source library for stress testing. Meanwhile, a clear trend has emerged since January 2026, with responses increasingly highlighting commercial red teaming services and automated platforms alongside the foundational open-source toolkits.
| # | Brand | What AI says | Mention rate |
|---|---|---|---|
| 1 | The top-cited open-source library for implementing adversarial attacks and defenses. | 32% | |
| 2 | Frequently cited commercial platform for automated and continuous AI red teaming. | 30% | |
| 3 | A security platform noted for automated adversarial testing and model scanning. | 29% | |
| 4 | Cybersecurity firm offering expert-led AI red teaming and adversary emulation services. | 22% | |
| 5 | An early, widely used toolkit for academic robustness benchmarking and adversarial examples. | 19% | |
| 6 | 19% | ||
| 7 | Specialized AI security vendor for computer vision and LLM stress testing. | 18% | |
| 8 | 15% | ||
| 9 | 15% | ||
| 10 | 14% | ||
| 11 | 14% | ||
| 12 | 13% | ||
| 13 | 13% | ||
| 14 | 12% | ||
| 15 | 11% | ||
| 16 | 11% | ||
| 17 | 11% | ||
| 18 | 10% | ||
| 19 | 10% | ||
| 20 | 10% | ||
| 21 | 10% | ||
| 22 | 9% | ||
| 23 | 9% | ||
| 24 | An open-source tool for testing chatbot prompts and LLM vulnerabilities. | 9% | |
| 25 | 8% |
Who wins on each AI
The same market, seen by two models.
Sources AI cited
arxiv.org is the page AI reaches for most here, cited in 29% of analyzed answers.
“Presented as a primary, self-serve library for developers to conduct in-house testing.” → “Positioned as a key open-source tool alongside a growing list of commercial platforms.”
First cited in December 2025, it jumped from rank #15 to #4 by March 2026.
Mentioned as a specialized provider in late 2025 but cited less frequently by early 2026.
Uncited until January 2026, it became a top choice for the chatbot prompt.
| Brand | ChatGPT Search | Google AI Mode | Comparison |
|---|---|---|---|
| 33% | 27% | ||
| 14% | 29% | ||
| 21% | 27% | ||
| 26% | 0% | ||
| 22% | 0% |
Adversarial Robustness Toolbox continues to lead AI assistant recommendations as the top open-source library for stress testing. Meanwhile, a clear trend has emerged since January 2026, with responses increasingly highlighting commercial red teaming services and automated platforms alongside the foundational open-source toolkits.
Across 872 AI responses, Adversarial Robustness Toolbox is mentioned most, named in 32% of them, followed by Mindgard (30%) and HiddenLayer (29%).
Parse measures each brand's mention rate — the share of answers naming it — across 872 AI responses to this market's buyer questions. Answers are collected daily and the ranking is published weekly.
Brands enter the ranking when AI answers mention them. Parse collects answers daily and publishes the re-measured set weekly, so new brands appear as AI starts recommending them.
Early responses from ChatGPT focused exclusively on open-source libraries like Adversarial Robustness Toolbox. Since January 2026, Google AI Overviews began including commercial platforms like
HiddenLayer and
Mindgard as direct providers of stress testing services.
Brands mentioned
We are testing our model against adversarial attacks. Who provides "stress testing" for classifiers?
Early responses from ChatGPT focused exclusively on open-source libraries like Adversarial Robustness Toolbox. Since January 2026, Google AI Overviews began including commercial platforms like
HiddenLayer and
Mindgard as direct providers of stress testing services.
AI assistants consistently name a mix of specialized AI security firms like Mindgard and traditional cybersecurity companies like
CrowdStrike and . has remained a top recommendation throughout the period, with emerging more recently in responses.
Brands mentioned
AI assistants consistently name a mix of specialized AI security firms like Mindgard and traditional cybersecurity companies like
CrowdStrike and
HackerOne.
Mindgard has remained a top recommendation throughout the period, with
Promptfoo emerging more recently in responses.