CoderPad vs TestGorilla
Zero of fourteen models named CoderPad first on the direct prompt; one named TestGorilla. Both were named by all fourteen models and CoderPad carries 32 labels and TestGorilla 36, so the shares are not directly comparable.
Named in three 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 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 technical hiring assessments page.
By framing
CoderPadFirst choices, of fourteen modelsTestGorilla
Across every category in the November 2026 Edition, CoderPad and TestGorilla were named in the same answer fifty times, of the 111 answers naming CoderPad and the 277 naming TestGorilla. In those answers TestGorilla took the first choice seven times and CoderPad six.
Every model, every framing
| 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 | | | | |
CoderPad TestGorilla first choice named as an alternative argued againstblank: not namedEach cell is one answer, CoderPad on the left and TestGorilla on the right.The direct prompt
TestGorilla first, CoderPad not the choice
1 of 14 modelsCoderPad was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
CoderPad11%#2 of 9TestGorilla6%#4 of 9CoderPad4%#5 of 10TestGorilla0%#10 of 10What the models said about CoderPad
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“CoderPad assessments with proctoring enabled: CoderPad advertises webcam monitoring, AI analysis of video, and recording candidate activity.” GPT-6 Luna · negative prompt · soft negative
“Codility and CoderPad are popular tools for live technical interviews and coding assessments, but may require a larger budget” Llama 4 Maverick · budget prompt · soft negative
“with CoderPad and Codility being some of the worst." ... "CoderPad cut me off early claiming my deadline expired"” Muse Glimmer 30B · negative prompt · soft negative
“CoderPad is my top recommendation for a mid-sized B2B company.” Grok 4.20 · paraphrase prompt · first choice
“I'd recommend CoderPad as the top pick” DeepSeek V4 Flash · paraphrase prompt · first choice
“Top Overall Recommendation: CoderPad” Gemini 3.5 Flash · paraphrase prompt · first choice
What the models said about TestGorilla
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Why to Be Cautious: While popular for its variety of assessments, users often complain about the ratio of "fluff" to actual coding questions.” Qwen 3.7 Flash · negative prompt · soft negative
“Better suited to teams consolidating general hiring assessments than to teams needing a deep software-engineering workbench.” GPT-6 Luna · comparative prompt · soft negative
“TestGorilla is favored by small businesses, indicating a potential mismatch for larger companies” Muse Glimmer 30B · paraphrase prompt · soft negative
“TestGorilla is designed for both technical and non-technical hiring... specifically aimed at providing an affordable solution for small- and medium-sized enterprises” Claude Haiku 4.5 · direct 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.