# Proctorio: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 6 judge labels across 2 categories by 5 of 14 models. Page: https://www.gane.ai/index/hr/vendors/proctorio

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Candidate assessment](https://www.gane.ai/index/hr/talent/candidate-assessment/index.md) | 0% | 133 | 100% | 5 |
| [Technical hiring assessments](https://www.gane.ai/index/hr/talent/technical-hiring-assessments/index.md) | 0% | 64 | 100% | 1 |

## And against it

- "Aggressive monitoring (eye tracking, mouse movement, gaze detection), algorithmic bias against students with darker skin tones, invasive browser lockdown" (Kimi K2, Candidate assessment)
- "Racial bias in facial recognition: Studies found the software failed to detect Black faces approximately 57% of the time" (MiniMax M2.5, Candidate assessment)
- "alleging these companies engaged in unfair and deceptive practices" (GLM 4.7 FlashX, Candidate assessment)
- "Executives of three app makers, Proctorio, ProctorU and Respondus, are in the hot seat over allegations of biased biometric algorithms" (Muse Glimmer 30B, Candidate assessment)

## 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 | 0 | 2 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Proctorio, from 5 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- eff.org: 3
- unstop.com: 3
- arxiv.org: 2
- biometricupdate.com: 2
- blumenthal.senate.gov: 2
- consumer.ftc.gov: 2
- epic.org: 2
- examonline.in: 2
- files.eric.ed.gov: 2
- link.springer.com: 2

### Pages cited

- https://eff.org/deeplinks/2021/06/long-overdue-reckoning-online-proctoring-companies-may-finally-be-here: 3
- https://unstop.com/blog/red-flags-assessment-vendor: 3
- https://biometricupdate.com/202104/3-proctoring-app-makers-fidget-as-they-are-tested: 2
- https://blumenthal.senate.gov/newsroom/press/release/blumenthal-leads-call-for-virtual-exam-software-companies-to-improve-equity-accessibility-and-privacy-for-students-amid-troubling-reports: 2
- https://newyorker.com/tech/annals-of-technology/is-online-test-monitoring-here-to-stay: 2
- https://techcrunch.com/2021/01/19/senator-more-transparency-is-needed-by-exam-proctoring-tech-firms: 2
- https://thedailystar.net/toggle/news/unfair-surveillance-online-exam-software-sparks-global-student-revolt-1993797: 2
- https://unstop.com/blog/how-to-choose-right-online-assessment-platform: 2

## In its own words

What Proctorio's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Proctorio is the learning integrity platform that verifies identity, protects exam content, and confirms original work at any scale. (https://proctorio.com/)
- For: organizations worldwide (https://proctorio.com/)
- Certifications: ISO 27001, ISO 27018, ISO 42001, PCI DSS, Privacy Shield

## What it publishes

Every page proctorio.com exposes, read 2026-09-29: 428 addresses. By kind, pages and the last 90 days:

- blog: 286 pages, 3 in the last 90 days, latest 2026-09-11
- case study: 1 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 4 pages, 0 in the last 90 days, latest undated
- conference or event: 2 pages, 0 in the last 90 days, latest undated
- comparison: 1 pages, 0 in the last 90 days, latest undated
- news or press: 27 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-11 blog: September 11 2026 346189 https://changes.proctorio.com/september-11-2026-346189
- Recent: 2026-08-11 blog: August 11 2026 343755 https://changes.proctorio.com/august-11-2026-343755
- Recent: 2026-07-27 blog: June 1 2026 342929 https://changes.proctorio.com/june-1-2026-342929
- Recent: 2026-04-30 blog: April 30 2026 336767 https://changes.proctorio.com/april-30-2026-336767
- Recent: 2026-04-08 blog: April 8 2026 335408 https://changes.proctorio.com/april-8-2026-335408
- Recent: 2026-03-09 blog: March 09 2026 333482 https://changes.proctorio.com/march-09-2026-333482

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.