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Candidate assessment · September 2026 Edition

Criteria Corp vs Testlify

Three of twelve models named Criteria Corp first on the direct prompt; zero named Testlify. Criteria Corp was named by twelve of the twelve models and Testlify by ten and Criteria Corp carries 33 labels and Testlify 13, so the shares are not directly comparable.

Criteria Corp

accepted challenger

Named in three categories this edition.

Testlify

accepted challenger

Named in two categories this edition.

First-choice share10%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.

Negative rate3%0%Negative labels as a share of the product's labels, 0 to 100.

Rank in category#2#4A position in a field of 10; printed, not drawn.

Labels3313A count; the two differ.

The two percentage rows are drawn on one 0 to 100 track, Criteria Corp reading right to left. Rank and label count are printed, not drawn.TestGorilla was named alongside these two in twelve of the twelve direct answers. TestGorilla vs Criteria Corp · TestGorilla vs Testlify · Criteria Corp vs Vervoe

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.

Criteria CorpFirst choices, of twelve modelsTestlify

Direct30

Paraphrase11

Comparative00

Budget-constrained001 against Criteria Corp

Scale-constrained00

Negative00

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.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where Criteria Corp 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

Criteria Corp

Testlify

first choice

named as an alternative

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

The direct prompt

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

Criteria Corp first, Testlify not the choice

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

Perplexity SonarCriteria Corp alternatives: TestGorilla

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

GLM 4.7 FlashXCriteria Corp alternatives: Harver, Plum, TestGorilla

Neither was the first choice, one was named

4 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

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

Grok 4.1 FastTestGorilla alternatives: Criteria Corp

DeepSeek V4 FlashTestGorilla alternatives: Criteria Corp, The Predictive Index

Neither was named

5 of 12 modelsThe answer made no first choice from these two in this category.

GPT-5.4 miniTestGorilla alternatives: HireVue, Talogy

Mistral SmallTestGorilla alternatives: Adaface, Greenhouse, The Predictive Index

Llama 4 MaverickTestGorilla

Qwen 3.7 FlashTestGorilla alternatives: CodeSignal, HireVue, Talmundo

MiniMax M2.5SHL, TestGorilla alternatives: Test Partnership

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

Testlify leads by two points.

Testlify#5 of 8

Criteria Corp#6 of 8

The full small business standing →

Mid-marketThe figures above

The order flips: Criteria Corp leads at mid-market.

Criteria Corp#2 of 10

Testlify#4 of 10

The full mid-market standing →

Enterprise

Criteria Corp leads by eight points.

Criteria Corp#2 of 12

Testlify#10 of 12

The full enterprise standing →

What the models said about Criteria Corp

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

“Avoid: Criteria Corp appears to require custom quotes with contracts reportedly starting around $5,000-$13,000+ annually” Kimi K2 · budget prompt · hard negative

“I'd recommend Criteria Corp if you want the best balance of validated assessments, structured hiring, and mid-market fit” Perplexity Sonar · paraphrase prompt · first choice

“My top recommendation: Start with Criteria Corp if you want a scientifically rigorous, legally defensible solution” Kimi K2 · direct prompt · first choice

“Criteria Corp is widely considered the best overall platform” GLM 4.7 FlashX · 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 Testlify Criteria Corp vs Vervoe Criteria Corp vs iMocha Criteria Corp vs The Predictive Index 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.