| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Technical hiring assessments | Talent acquisition | 0% | 50 of 52 | 75% | 4 | under 10 labels · led by HackerRank at 28% |
| Candidate assessment | Talent acquisition | 0% | 97 of 101 | 100% | 2 | under 10 labels · led by TestGorilla at 68% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 2 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 1 | 1 |
Verbatim evidence the judge attached to positive labels.
“offering the best balance of AI-powered interviews, assessment accuracy, security, and hiring analytics for most enterprise organizations” Claude Haiku 4.5 · Technical hiring assessm · comparative prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“If there is one platform that demands the most caution, it is Glider.ai. It has a near-unanimous negative reputation among developers” DeepSeek V4 Flash · Technical hiring assessm · negative prompt · hard negative
“Described as the "worst online assessment tool in 15 years" on Reddit” Grok 4.1 Fast · Technical hiring assessm · negative prompt · hard negative
“Avoid: Platforms with "Big Brother" Proctoring (e.g., Glider.ai)” Gemini 3.5 Flash · Technical hiring assessm · negative prompt · hard negative
“has been called one of the worst assessment tools by some users” MiniMax M2.5 · Candidate assessment · negative prompt · hard negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 10 of the 12 answers that named Glider.ai and are not a share of its labels.
Forty of the forty-five domain citations in answers naming Glider.ai came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Glider.ai's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Glider.ai, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at glider.ai is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.