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Technical hiring assessments · September 2026 Edition

CoderPad vs Coderbyte

One of twelve models named CoderPad first on the direct prompt; zero named Coderbyte. CoderPad was named by twelve of the twelve models and Coderbyte by eleven and CoderPad carries 40 labels and Coderbyte 13, so the shares are not directly comparable.

CoderPad

accepted challenger

Named in four categories this edition.

Coderbyte

accepted challenger

Named in two categories this edition.

First-choice share21%13%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#3A position in a field of 6; printed, not drawn.
Labels4013A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, CoderPad reading right to left. Rank and label count are printed, not drawn.HackerRank was named alongside these two in ten of the twelve direct answers. HackerRank vs CoderPad · HackerRank vs Coderbyte

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

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
CoderPadFirst choices, of twelve modelsCoderbyte
Direct10
Paraphrase40
Comparative10
Budget-constrained25
Scale-constrained10
Negative301 against Coderbyte
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.

The direct prompt

The plain question, one answer per model, grouped by where CoderPad and Coderbyte stood in it.

CoderPad first, Coderbyte not the choice

1 of 12 modelsCoderbyte was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashCoderPad alternatives: CodeSignal, HackerEarth, TestGorilla

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.
GPT-5.4 miniHackerRank alternatives: CodeSignal, CoderPad, Codility
Perplexity SonarHackerRank alternatives: CodeSignal, CoderPad, Coderbyte, Goodfit
Grok 4.1 FastHackerRank alternatives: CodeSignal, Coderbyte
Mistral SmallHackerRank alternatives: Augment Code, Coderbyte
Llama 4 Maverickno first choice alternatives: CodeSignal, CoderPad, Coderbyte, Goodfit, HackerRank
Kimi K2Codility alternatives: CodeSignal, Coderbyte, HackerRank, TestGorilla

Neither was named

5 of 12 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
DeepSeek V4 FlashCodeSignal alternatives: Codility, HackerRank, TestGorilla
Qwen 3.7 FlashHackerRank alternatives: CodeSignal, TestDome, Vervoe
GLM 4.7 FlashXHackerRank alternatives: CodeSignal
MiniMax M2.5CodeSignal alternatives: Augment Code, HackerRank, TestGorilla

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

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
CoderPad leads by sixteen points.
CoderPad26%#1 of 7
Coderbyte9%#3 of 7
The full small business standing →
Mid-marketThe figures above
CoderPad leads by eight points.
CoderPad21%#2 of 6
Coderbyte13%#3 of 6
The full mid-market standing →
Enterprise
Level: the same share of first choices.
CoderPad9%#4 of 6
Coderbyte9%#– of 6
The full enterprise standing →

What 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 Coderbyte

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“Coderbyte has a mixed reputation. While it is widely used, it suffers from specific reliability and validity issues” Qwen 3.7 Flash · negative prompt · soft negative
“the best fit is usually Coderbyte or TestDome, with Coderbyte having the strongest support in the results as a cost-effective option” Perplexity Sonar · budget prompt · first choice
“Coderbyte stands out as one of the best coding assessment platforms due to its affordable entry-level pricing” Grok 4.1 Fast · budget prompt · first choice
“CoderByte offers all-inclusive pricing and is affordable if you're hiring on a budget” Claude Haiku 4.5 · budget prompt · first choice
Also compared
HackerRank vs CoderPadHackerRank vs CoderbyteThe full technical hiring assessm standing

Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.