# Vervoe: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 25 judge labels across 4 categories by 13 of 14 models. Page: https://www.gane.ai/index/hr/vendors/vervoe

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Candidate assessment](https://www.gane.ai/index/hr/talent/candidate-assessment/index.md) | 0% | 17 | 0% | 22 |
| [AI recruiting assistants](https://www.gane.ai/index/hr/talent/ai-recruiting-assistants/index.md) | 0% | 61 | 0% | 1 |
| [Technical hiring assessments](https://www.gane.ai/index/hr/talent/technical-hiring-assessments/index.md) | 0% | 56 | 0% | 1 |
| [Video interviewing](https://www.gane.ai/index/hr/talent/video-interviewing/index.md) | 0% | 60 | 100% | 1 |

## What the models said for it

- "Vervoe and Harver win when a work-sample simulation predicts performance better than a multiple-choice score" (Claude Haiku 4.5, Candidate assessment)
- "Vervoe is described as “Role-based, explainable skills assessments built on real job tasks, at volume”" (Muse Glimmer 30B, Candidate assessment)
- "Vervoe creates realistic job simulations that can be more predictive than generic aptitude tests" (DeepSeek V4 Flash, Candidate assessment)
- "Work-sample focused or behavioral. Pros: Better prediction of performance. Cons: Setup time or cost." (Grok 4.20, Candidate assessment)

## And against it

- "Higher price point; requires annual commitment" (GLM 4.7 FlashX, Video interviewing)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 3 | 0 | 0 | 3 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 0 | 3 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 1 | 2 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 2 | 0 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named Vervoe, from 73 of the 84 answers that named it (only the models that return a source list).

### Domains cited

- leadchangegroup.com: 34
- softwareadvice.com: 34
- resources.rework.com: 27
- capterra.com: 26
- g2.com: 26
- vervoe.com: 25 (its own site)
- firsthr.app: 21
- testgorilla.com: 21
- testlify.com: 20
- codesignal.com: 19

### Pages cited

- https://resources.rework.com/tools/recruiting-ats/best-pre-employment-assessment-tools-2026: 23
- https://vervoe.com/best-skills-assessment-platforms: 20
- https://firsthr.app/compare/hiring/pre-employment-assessment: 16
- https://codesignal.com/blog/best-skills-assessment-software-2026: 15
- https://fitsmallbusiness.com/best-pre-employment-assessment-tools: 14
- https://equalture.com/blog/pre-employment-assessment-tools: 13
- https://leadchangegroup.com/pre-employment-testing-software/small-business: 12
- https://softwareadvice.com/hr/assessment-comparison: 12

## In its own words

What Vervoe's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: AI-Powered Skills Intelligence Platform (https://vervoe.com/)
- For: enterprise (https://vervoe.com/)
- Price stated: Custom plans based on your volume and workflow, including ATS integrations, API access, and dedicated support. (https://vervoe.com/pricing)
- Free plan or trial: Take a free tour of our platform features here (https://vervoe.com/)
- Integrations claimed: 1000 (https://vervoe.com/features/)
- Certifications: ISO 27001, GDPR
- Hosting: US, AU, GB, CA
- Customers named: Australia Post, NHL, Subaru, Rentokil, Lumen, Kroll, dentsu, OneMain

## What it publishes

Every page vervoe.com exposes, read 2026-09-29: 1238 addresses. By kind, pages and the last 90 days:

- blog: 286 pages, 5 in the last 90 days, latest 2026-09-28
- case study: 37 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 28 pages, 0 in the last 90 days, latest undated
- conference or event: 4 pages, 0 in the last 90 days, latest undated
- comparison: 79 pages, 1 in the last 90 days, latest 2026-09-23
- glossary or explainer: 1 pages, 0 in the last 90 days, latest undated
- podcast or video: 3 pages, 0 in the last 90 days, latest undated
- news or press: 4 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-28 blog: Why job simulations resist cheating by design https://vervoe.com/why-job-simulations-resist-cheating-by-design
- Recent: 2026-09-23 comparison: Ai literacy vs ai fluency vs ai readiness https://vervoe.com/ai-literacy-vs-ai-fluency-vs-ai-readiness
- Recent: 2026-09-18 blog: How to design fair job simulations https://vervoe.com/how-to-design-fair-job-simulations
- Recent: 2026-09-13 blog: Candidate fraud screening methods https://vervoe.com/candidate-fraud-screening-methods
- Recent: 2026-09-04 blog: You cant call it cheating if you never drew the line https://vervoe.com/you-cant-call-it-cheating-if-you-never-drew-the-line
- Recent: 2026-07-20 blog: Quality of hire north star metric https://vervoe.com/quality-of-hire-north-star-metric

## 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.