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Candidate assessment · September 2026 Edition

TestGorilla vs Testlify

Nine of twelve models named TestGorilla first on the direct prompt; zero named Testlify. TestGorilla was named by twelve of the twelve models and Testlify by ten and TestGorilla carries 54 labels and Testlify 13, so the shares are not directly comparable.

TestGorilla

endorsed leader

Named in four categories this edition.

Testlify

accepted challenger

Named in two categories this edition.

First-choice share68%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.

Negative rate7%0%Negative labels as a share of the product's labels, 0 to 100.

Rank in category#1#4A position in a field of 10; printed, not drawn.

Labels5413A 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.Criteria Corp was named alongside these two in seven of the twelve direct answers. TestGorilla vs Criteria Corp · TestGorilla vs Vervoe · TestGorilla vs iMocha

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 candidate assessment page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.

TestGorillaFirst choices, of twelve modelsTestlify

Direct90

Paraphrase81

Comparative30

Budget-constrained901 against TestGorilla

Scale-constrained20

Negative003 against TestGorilla

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.

Across every category in the September 2026 Edition, TestGorilla and Testlify were named in the same answer forty-two times, of the 238 answers naming TestGorilla and the 48 naming Testlify. In those answers Testlify took the first choice four times and TestGorilla nineteen.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where TestGorilla and Testlify stood in it.

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

TestGorilla

Testlify

first choice

named as an alternative

argued againstblank: not namedEach cell is one answer, TestGorilla on the left and Testlify on the right.

The direct prompt

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

TestGorilla first, Testlify not the choice

9 of 12 modelsTestlify was named in the answer but not as the choice, or not at all.

GPT-5.4 miniTestGorilla alternatives: HireVue, Talogy

Gemini 3.5 FlashTestGorilla alternatives: Coderbyte, Criteria Corp, Intervue, The Predictive Index, Vervoe

Grok 4.1 FastTestGorilla alternatives: Criteria Corp

Mistral SmallTestGorilla alternatives: Adaface, Greenhouse, The Predictive Index

DeepSeek V4 FlashTestGorilla alternatives: Criteria Corp, The Predictive Index

Llama 4 MaverickTestGorilla

Qwen 3.7 FlashTestGorilla alternatives: CodeSignal, HireVue, Talmundo

Kimi K2Criteria Corp, TestGorilla alternatives: Plum, The Predictive Index

MiniMax M2.5SHL, TestGorilla alternatives: Test Partnership

Neither was the first choice, one was named

3 of 12 modelsThe answer put something else first and named one of the two as an alternative.

Claude Haiku 4.5The Predictive Index alternatives: Criteria Corp, TestGorilla

Perplexity SonarCriteria Corp alternatives: TestGorilla

GLM 4.7 FlashXCriteria Corp alternatives: Harver, Plum, 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

TestGorilla leads by sixty-nine points.

TestGorilla#1 of 8

Testlify#5 of 8

The full small business standing →

Mid-marketThe figures above

TestGorilla leads by sixty-six points.

TestGorilla#1 of 10

Testlify#4 of 10

The full mid-market standing →

Enterprise

TestGorilla leads by three points.

TestGorilla#6 of 12

Testlify#10 of 12

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. Three of four in this category shown.

“TestGorilla is a skills-first platform offering a test library of 350+ validated skills tests spanning cognitive ability, personality, coding tests, job-specific and role-specific skills” Claude Haiku 4.5 · comparative prompt · first choice

“the best pre-employment assessment platform is usually TestGorilla if you want the strongest overall mix of low entry cost, broad test coverage, and a free tier” Perplexity Sonar · budget prompt · first choice

“For most mid-market B2B companies, TestGorilla is the best overall choice due to its affordability, comprehensive test library, and strong reputation.” Mistral Small · direct prompt · first choice

What the models said about Testlify

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

“the recommended skills testing tool for hiring for a mid-sized B2B company is Testlify” Llama 4 Maverick · paraphrase prompt · first choice

“Reputable alternatives like those with strong validation (e.g., some mention Testlify positively) prioritize usability and fairness.” Grok 4.1 Fast · negative prompt · alternative

“Choose Mercer Mettl/Testlify if: You are a large enterprise needing robust compliance, massive scale” Qwen 3.7 Flash · comparative prompt · alternative

Also compared

TestGorilla vs Criteria Corp TestGorilla vs Vervoe TestGorilla vs iMocha TestGorilla vs The Predictive Index Criteria Corp vs Testlify Vervoe vs Testlify Testlify vs iMocha Testlify vs The Predictive Index All fifteen head-to-head pages and the full candidate assessment standing

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.