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Candidate assessment · September 2026 Edition

TestGorilla vs iMocha

Nine of twelve models named TestGorilla first on the direct prompt; zero named iMocha. TestGorilla was named by twelve of the twelve models and iMocha by ten and TestGorilla carries 54 labels and iMocha 16, so the shares are not directly comparable.

TestGorilla

endorsed leader

Named in four categories this edition.

iMocha

accepted challenger

Named in six categories this edition.

First-choice share68%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate7%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#5A position in a field of 10; printed, not drawn.
Labels5416A 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 Testlify

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 modelsiMocha
Direct90
Paraphrase811 against iMocha
Comparative31
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 iMocha were named in the same answer forty times, of the 238 answers naming TestGorilla and the 89 naming iMocha. In those answers iMocha took the first choice two times and TestGorilla eight.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where TestGorilla and iMocha 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
TestGorilla iMocha first choice named as an alternative argued againstblank: not namedEach cell is one answer, TestGorilla on the left and iMocha on the right.

The direct prompt

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

TestGorilla first, iMocha not the choice

9 of 12 modelsiMocha 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 seventy-one points.
TestGorilla71%#1 of 8
iMocha0%#– of 8
The full small business standing →
Mid-marketThe figures above
TestGorilla leads by sixty-six points.
TestGorilla68%#1 of 10
iMocha2%#5 of 10
The full mid-market standing →
Enterprise
The order flips: iMocha leads at enterprise.
iMocha8%#3 of 12
TestGorilla5%#6 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 iMocha

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

“Less broad validation for non-tech” Grok 4.1 Fast · paraphrase prompt · soft negative
“Ideal for technical, IT, and digital roles, offering a large library of coding and skills tests.” Mistral Small · paraphrase 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.