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Candidate assessment · October 2026 Edition

TestGorilla vs Criteria Corp

Four of fourteen models named TestGorilla first on the direct prompt; seven named Criteria Corp. TestGorilla was named by fourteen of the fourteen models and Criteria Corp by thirteen and TestGorilla carries 53 labels and Criteria Corp 35, so the shares are not directly comparable.

TestGorilla

endorsed leader

Named in four categories this edition.

Criteria Corp

accepted challenger

Named in three categories this edition.

First-choice share52%19%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate11%14%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 12; printed, not drawn.
Labels5335A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, TestGorilla reading right to left. Rank and label count are printed, not drawn.TestGorilla vs HackerRank · TestGorilla vs Testlify · TestGorilla vs CodeSignal

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.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
TestGorillaFirst choices, of fourteen modelsCriteria Corp
Direct471 against Criteria Corp
Paraphrase121
Comparative61
Budget-constrained901 against TestGorilla · 3 against Criteria Corp
Scale-constrained01
Negative005 against TestGorilla · 1 against Criteria Corp
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the October 2026 Edition, TestGorilla and Criteria Corp were named in the same answer seventy-nine times, of the 265 answers naming TestGorilla and the 110 naming Criteria Corp. In those answers Criteria Corp took the first choice ten times and TestGorilla thirty-six.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where TestGorilla and Criteria Corp stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
GPT-6 Luna
Muse Glimmer 30B
TestGorilla Criteria Corp first choice named as an alternative argued againstblank: not namedEach cell is one answer, TestGorilla on the left and Criteria Corp on the right.

The direct prompt

The plain question, one answer per model, grouped by where TestGorilla and Criteria Corp stood in it.

TestGorilla first, Criteria Corp an alternative

4 of 14 modelsCriteria Corp was named in the answer but not as the choice, or not at all.
GPT-5.4 miniTestGorilla alternatives: Codility, HackerRank, Mercer | Mettl
Gemini 3.5 FlashTestGorilla alternatives: Criteria Corp, The Predictive Index, Vervoe
Qwen 3.7 FlashTestGorilla alternatives: CodeSignal, HireVue, Humantic AI
GLM 4.7 FlashXTestGorilla alternatives: Testlify, Vervoe

Criteria Corp first, TestGorilla an alternative

7 of 14 modelsTestGorilla was named in the answer but not as the choice, or not at all.
Perplexity SonarCriteria Corp alternatives: HireVue, TestGorilla, The Predictive Index
Grok 4.1 FastCriteria Corp alternatives: HireVue, TestGorilla, The Predictive Index
Mistral SmallCriteria Corp, Evalart alternatives: Adaface
DeepSeek V4 FlashCriteria Corp alternatives: TestGorilla, eSkill
Kimi K2Criteria Corp alternatives: TestGorilla, The Predictive Index, Vervoe, Wonderlic
GPT-6 LunaCriteria Corp alternatives: TestGorilla
Muse Glimmer 30BCriteria Corp alternatives: Evalart

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
Llama 4 Maverickno first choice
MiniMax M2.5Evalart, Toggl Hire

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
TestGorilla leads by seventy-six points.
TestGorilla76%#1 of 13
Criteria Corp0%#11 of 13
The full small business standing →
Mid-marketThe figures above
TestGorilla leads by thirty-three points.
TestGorilla52%#1 of 12
Criteria Corp19%#2 of 12
The full mid-market standing →
Enterprise
The order flips: Criteria Corp leads at enterprise.
Criteria Corp13%#3 of 11
TestGorilla9%#5 of 11
The full enterprise standing →

What the models said about TestGorilla

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

“Why Avoid: If you have a limited budget or require responsive technical support, this platform may lead to frustration.” GLM 4.7 FlashX · negative prompt · hard negative
“While widely used and effective for skills testing, some candidates complain about the quality of "Soft Skills" or "Culture Add" multiple-choice questions.” Qwen 3.7 Flash · negative prompt · soft negative
“Some candidate feedback highlights poor question quality (broken English, unclear phrasing), unexpected subscription charges post-use” Grok 4.1 Fast · negative prompt · soft negative
“The Best All-Rounder: TestGorilla ... arguably the best on the market for offering a mix of cognitive ability, culture add, and role-specific skills” Qwen 3.7 Flash · paraphrase prompt · first choice
“For most mid-sized B2B companies, TestGorilla offers the best balance of test breadth, pricing flexibility, and ease of deployment.” DeepSeek V4 Flash · paraphrase prompt · first choice

What the models said about Criteria Corp

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

“Avoid: Criteria Corp, Wonderlic, and HireVue if budget is a concern” Kimi K2 · budget prompt · hard negative
“Avoid platforms like Criteria Corp, Predictive Index, or HireVue” DeepSeek V4 Flash · budget prompt · hard negative
“Cons: User interface can feel dated/clunky ... implementation often requires a dedicated project manager.” Qwen 3.7 Flash · direct prompt · soft negative
“Criteria Corp is a good choice for mid-market companies that want a validated battery embedded in an existing ATS or HRIS stack.” Llama 4 Maverick · paraphrase prompt · first choice
“For a 500-person company: Mid-market platforms (Criteria Corp, Plum, TestGorilla Plus tier) often hit the sweet spot” Kimi K2 · scale prompt · first choice
“For a mid-market B2B company the platform that is most consistently called out as a fit is Criteria Corp.” Muse Glimmer 30B · direct prompt · first choice
Also compared

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.