CoderPad vs TestGorilla
One of twelve models named CoderPad first on the direct prompt; zero named TestGorilla. Both were named by all twelve models and CoderPad carries 40 labels and TestGorilla 31, so the shares are not directly comparable.
Named in four 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 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 technical hiring assessments page.
By framing
CoderPadFirst choices, of twelve modelsTestGorilla
Across every category in the September 2026 Edition, CoderPad and TestGorilla were named in the same answer fifty-three times, of the 129 answers naming CoderPad and the 238 naming TestGorilla. In those answers TestGorilla took the first choice eight times and CoderPad ten.
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 4.1 Fast | | | | | ||
| Mistral Small | | | | |||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | | |||
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | |||
| MiniMax M2.5 | | | | |
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
CoderPad first, TestGorilla an alternative
1 of 12 modelsTestGorilla was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 12 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
CoderPad26%#1 of 7TestGorilla21%#2 of 7CoderPad21%#2 of 6TestGorilla5%#5 of 6What the models said about CoderPad
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Prioritize platforms that offer work-sample style assessments over pure algorithm tests (e.g., CoderPad, HackerRank Projects, Codility's newer formats)” MiniMax M2.5 · scale prompt · first choice
“1. CoderPad (Best for Real-World, AI-Native Collaborative Hiring) CoderPad is highly regarded for simulating what a developer actually does on the job.” Gemini 3.5 Flash · comparative prompt · first choice
“For ultra-tight budgets: Start with CoderPad's free plan ... CoderPad Starter ($80/month annual) - unlimited users” Kimi K2 · budget 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. Three of four in this category shown.
“Billing issues: Multiple reviews mention unethical business practices, with charges continuing after cancellation” MiniMax M2.5 · negative prompt · hard negative
“It has a reputation for being buggy and confusing... making it a poor measure of senior engineering ability” DeepSeek V4 Flash · negative prompt · hard negative
“Frequently called one of the "worst online assessment tools" due to poor usability, confusing interfaces” Grok 4.1 Fast · negative prompt · hard negative
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.