Zero of twelve models named Testlify first on the direct prompt; zero named iMocha. Testlify was named by ten of the twelve models and iMocha by ten and Testlify carries 13 labels and iMocha 16, so the shares are not directly comparable.
Named in two categories this edition.
Named in six categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the candidate assessment page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“the recommended skills testing tool for hiring for a mid-sized B2B company is Testlify” Llama 4 Maverick · paraphrase prompt · first choice
“Reputable alternatives like those with strong validation (e.g., some mention Testlify positively) prioritize usability and fairness.” Grok 4.1 Fast · negative prompt · alternative
“Choose Mercer Mettl/Testlify if: You are a large enterprise needing robust compliance, massive scale” Qwen 3.7 Flash · comparative prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Less broad validation for non-tech” Grok 4.1 Fast · paraphrase prompt · soft negative
“Ideal for technical, IT, and digital roles, offering a large library of coding and skills tests.” Mistral Small · paraphrase prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.