Six of fourteen models named TestGorilla first on the direct prompt; one named HackerRank. Both were named by all fourteen models and TestGorilla carries 56 labels and HackerRank 41, so the shares are not directly comparable.
Named in six categories this edition.
Named in four categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen 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.
Across every category in the November 2026 Edition, TestGorilla and HackerRank were named in the same answer 169 times, of the 277 answers naming TestGorilla and the 309 naming HackerRank. In those answers HackerRank took the first choice nineteen times and TestGorilla forty-five.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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. Four of four in this category shown.
“Some AI models flag it for issues such as poor technical support and limited budget flexibility” Mistral Small · negative prompt · soft negative
“For most companies with a limited budget, TestGorilla offers the best combination of free tier, affordability, and assessment variety.” DeepSeek V4 Flash · budget prompt · first choice
“Strong for skills, cognitive, and personality tests; good anti-cheating and integrations. Pros: Large library, affordable.” Grok 4.20 · negative prompt · first choice
“Start with TestGorilla for its balance of features, pricing transparency, and ease of implementation” GLM 4.7 FlashX · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Many AI hiring models specifically recommend avoiding HackerRank for small businesses” Mistral Small · negative prompt · hard negative
“If you are hiring engineers exclusively: Go with HackerRank for speed/volume or Codility for rigorous project-based verification.” Qwen 3.7 Flash · comparative 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.