Candidate assessment
Asked as “pre-employment assessment platform”, and as “skills testing tool for hiring”, on behalf of a mid-market B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
52%
Clear leader
52TestGorilla19Criteria Corp04Evalart25others
52% of first choices, clear leader.
Since September 2026▼−18Since September 2026: 68% → 50%, −18 points. Past the 13-point floor: movement. Read over the models both editions asked.TestGorilla held the lead, −18 points on 68%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
TestGorilla76%Clear leader▲+5Since September 2026: 71% → 76%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketTestGorilla52%Clear leader▼−18Since September 2026: 68% → 50%, −18 points. Past the 13-point floor: movement. Read over the models both editions asked.This pageEnterprise
SHL20%Contested▼−4Since September 2026: 24% → 20%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →
TestGorilla76%Clear leader▲+5Since September 2026: 71% → 76%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketTestGorilla52%Clear leader▼−18Since September 2026: 68% → 50%, −18 points. Past the 13-point floor: movement. Read over the models both editions asked.This pageEnterpriseSHL20%Contested▼−4Since September 2026: 24% → 20%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01TestGorilla52%11%53endorsed leader▼−18Since September 2026: 68% → 50%, −18 points. Past the 13-point floor: movement. Read over the models both editions asked.68% → 50%
TestGorilla52%11%53endorsed leader▼−18Since September 2026: 68% → 50%, −18 points. Past the 13-point floor: movement. Read over the models both editions asked.68% → 50%02
Criteria Corp19%14%35accepted challenger▲+7Since September 2026: 10% → 17%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 17%
Criteria Corp19%14%35accepted challenger▲+7Since September 2026: 10% → 17%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 17%03
HackerRank2%9%23accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
HackerRank2%9%23accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%04
Testlify2%8%12accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
Testlify2%8%12accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%05
CodeSignal2%8%13accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
CodeSignal2%8%13accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%Show the seven products at 0%, ordered by negative rate
12
HireVue0%32%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
HireVue0%32%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%11
The Predictive Index0%20%15accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
The Predictive Index0%20%15accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%10SHL0%15%13accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
SHL0%15%13accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%07
Codility0%13%15accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Codility0%13%15accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%06
Vervoe0%4%25accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Vervoe0%4%25accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%08
Bryq0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Bryq0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%09
Harver0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Harver0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All ten head-to-head pages: the top five products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01TestGorilla52%
TestGorilla52%02Criteria Corp19%
Criteria Corp19%03HackerRank2%
HackerRank2%04Testlify2%
Testlify2%05CodeSignal2%
CodeSignal2%06Vervoe0%
Vervoe0%07Codility0%
Codility0%08Bryq0%
Bryq0%09Harver0%
Harver0%10SHL0%
SHL0%11The Predictive Index0%
The Predictive Index0%12HireVue0%
HireVue0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
TestGorilla11%
6 of 53 labels negative · 6 of 14 models · 1 hard negative
“**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
HireVue32%
6 of 19 labels negative · 5 of 14 models · 4 hard negative
“Facial analysis in video interviews flagged for bias FTC investigation... ACLU Colorado filed a complaint with the EEOC... against Intuit, Inc. and its AI vendor HireVue.†},{” Muse Glimmer 30B, negative prompt
ProctorU100%
4 of 4 labels negative · 4 of 14 models · 3 hard negative
“Frequent reports of technical glitches, connection failures during exams... with an F rating on BBB” Grok 4.1 Fast, negative prompt
Criteria Corp14%
5 of 35 labels negative · 4 of 14 models · 2 hard negative
“**Avoid:** Criteria Corp, Wonderlic, and HireVue if budget is a concern” Kimi K2, budget prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
70 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 986 links across 267 sites, every framing counted. Ranked by the number of answers carrying the site or page. 21 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · TestGorilla36 answers · 56 citations · 12 models
vendor site · FirstHR32 answers · 35 citations · 10 models
22 answers · 26 citations · 8 models
vendor site · G221 answers · 40 citations · 10 models
vendor site · Bryq18 answers · 23 citations · 8 models
18 answers · 20 citations · 10 models
vendor site · AIHR18 answers · 18 citations · 7 models
18 answers · 18 citations · 10 models
vendor site · Pin17 answers · 17 citations · 9 models
vendor site · Cangrade16 answers · 16 citations · 7 models
vendor site · JobCannon15 answers · 19 citations · 11 models
15 answers · 18 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
30 answers · 10 models
18 answers · 7 models
18 answers · 8 models
18 answers · 10 models
17 answers · 10 models
16 answers · 8 models
15 answers · 7 models
15 answers · 8 models
12 answers · 8 models
12 answers · 10 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “assessment platforms”, “best pre-employment assessment platform”, “pre-employment assessment platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| TestGorilla testgorilla.com | 52% | 253 | 4,400 | 170 | 58,548 | $462 | 76 | |
| Criteria criteriacorp.com Criteria Corp 19% | 19% | 98 | 2,400 | 39 | 103,671 company | $6,427 | 63 | 3 |
| Toggl toggl.com Toggl Hire 4% | 4% | 38 | 70 | 1 | 257,259 company | 30 | ||
| Hirevire hirevire.com | 4% | 65 | 210 | 0 | 444 | 0 | ||
| Evalart | 4% | |||||||
| TestDome testdome.com | 4% | 39 | 880 | 22 | 34,709 | 0 | ||
| HackerRank hackerrank.com | 2% | 248 | 33,100 | 1,116 | 58,699 | 22 | ||
| Testlify testlify.com | 2% | 45 | 480 | 6 | 43,586 | 0 | 8 | |
| CodeSignal codesignal.com | 2% | 173 | 14,800 | 548 | 152,420 | $5,323 | 23 | |
| JobCannon jobcannon.io | 2% | 10 | 70 | 0 | 479,796 |
Google's top ten for the three searches hold 18 sites; 3 of them are among the sites the models cited here (aihr.com, hiretruffle.com, peoplemanagingpeople.com). The first result for “assessment platforms” is testportal.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best pre-employment assessment platform for a mid-market B2B company?”Paraphrase“Which skills testing tool for hiring would you recommend to a mid-sized B2B company?”Comparative“What are the top assessment platforms and how do they differ?”Budget-constrained“What is the best pre-employment assessment platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a pre-employment assessment platform. What should we look at?”Negative“Which assessment platforms should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceHackerRank, TestDomeChangedno first choiceTestGorillano first choicenothing named
Five alternatives
Codility, Criteria Corp, Outset, Pymetrics, VervoeThree alternatives
EmployTest, Testlify, Toggl HireGPT-5.4 miniTestGorillaTestGorillaHeldno first choiceTestGorillaagainst: Indeed Hiring Platform, Testlify, The Predictive Indexno first choicenothing named
Three alternatives
Codility, HackerRank, Mercer | MettlTwo alternatives
Codility, HackerRankOne alternative
Prevue AssessmentsGemini 3.5 FlashTestGorillaTestGorillaHeldno first choiceJobCannonagainst: CodeSignal, HackerRank, TestGorillano first choiceagainst: ExamSoft, HireVue, Honorlock, ProctorU, Proctorio, Respondus LockDown Browser
Three alternatives
Criteria Corp, The Predictive Index, VervoeThree alternatives
Criteria Corp, Testlify, VervoeThree alternatives
Coderbyte, Testlify, Toggl HirePerplexity SonarCriteria CorpTestGorillaChangedno first choiceTestlifyno first choicenothing named
Three alternatives
HireVue, TestGorilla, The Predictive IndexFour alternatives
Bryq, SHL, TestDome, iMochaOne alternative
TestGorillaGrok 4.1 FastCriteria CorpTestGorillaChangedagainst: Codility, Vervoe, eSkillTestGorillaTestGorillano first choiceagainst: Coderbyte, Educational Testing Service, ProctorU, TestGorilla
Three alternatives
HireVue, TestGorilla, The Predictive IndexOne alternative
HackerRankFour alternatives
HackerRank, Harver, HireVue, SHLFive alternatives
EmployTest, HackerRank, Testlify, Toggl Hire, VervoeMistral SmallCriteria Corp, EvalartTestGorillaChangedMercer | Mettl, TestGorillaHirevire, Toggl Hireno first choiceagainst: Kahoot!, Nearpod, Quizizz, TestGorilla
One alternative
AdafaceTwo alternatives
Evalart, iMochaSix alternatives
Bryq, Hirevire, Manatal, Vervoe, VidCruiter, WorkdayTwo alternatives
Canditech, VervoeDeepSeek V4 FlashCriteria Corpagainst: Indeed Assessments, Mercer | MettlTestGorillaChangedHackerRank, TestGorillaagainst: QuizletTestGorillaagainst: Criteria Corp, HireVue, The Predictive Indexno first choiceagainst: Enneagram, HireVue, Myers-Briggs Type Indicator
Two alternatives
TestGorilla, eSkillThree alternatives
Bryq, Criteria Corp, VervoeEight alternatives
Blackboard, Canvas LMS, Codility, Criteria Corp, Mercer | Mettl, Moodle, ProProfs Quiz Maker, eSkillFour alternatives
EmployTest, Testlify, Toggl Hire, VervoeLlama 4 Maverickno first choiceCodeSignal, Criteria CorpChangedno first choiceTestGorillano first choiceagainst: TestGorilla
One alternative
TestGorillaQwen 3.7 FlashTestGorillaagainst: Criteria CorpTestGorillaHeldHackerRank, TestGorillaPinagainst: Criteria Corp, SHL, The Predictive Indexno first choiceagainst: CCPA, Cut-e, Examity, HireVue, ModernMetric, Paradox, ProctorU, Respondus LockDown Browser, Spark Hire, TestGorilla
Three alternatives
CodeSignal, HireVue, Humantic AITwo alternatives
HackerRank, VervoeFive alternatives
Canditech, CodeSignal, CoderPad, Truffle, VervoeThree alternatives
CoderPad, JobCannon, TestlifyKimi K2Criteria CorpTestGorillaChangedTestGorillaHirevire, TestGorillaagainst: Criteria Corp, HireVue, WonderlicCriteria Corp, Plumagainst: ETS, Mercer | Mettl, TestLibrary.com
Four alternatives
TestGorilla, The Predictive Index, Vervoe, WonderlicFive alternatives
Criteria Corp, HackerRank, Vervoe, eSkill, iMochaSix alternatives
Bryq, Codility, Criteria Corp, HackerRank, Harver, VervoeThree alternatives
Bryq, Testlify, VervoeOne alternative
TestGorillaGLM 4.7 FlashXTestGorillaTestGorillaHeldno first choiceTestGorillano first choiceagainst: Amira Learning, AssessPrep, Edsby, TestGorilla, i-Ready
Two alternatives
Testlify, VervoeSix alternatives
Bryq, Canditech, Codility, HackerRank, Harver, HirevireTwo alternatives
Toggl Hire, VervoeMiniMax M2.5Evalart, Toggl HireTestGorillaChangedno first choiceagainst: Google Forms, Microsoft Forms, MoodleTestDomeno first choiceagainst: ExamSoft, Examity, Honorlock, ProctorU, Proctorio, Proctortrack, Respondus LockDown Browser
Four alternatives
Bryq, CodeSignal, HireVue, iMochaFour alternatives
Canvas, ExamSoft, Kahoot!, QuizizzTwo alternatives
TestGorilla, Toggl HireGPT-6 LunaCriteria CorpTestGorillaChangedCriteria Corp, SHLagainst: CanvasTestGorillano first choicenothing named
One alternative
TestGorillaOne alternative
Criteria CorpFour alternatives
CodeSignal, NWEA MAP Growth, Pearson, TestGorillaOne alternative
Criteria CorpMuse Glimmer 30BCriteria CorpTestGorillaChangedagainst: Codility, HackerRank, TestDomeTestGorillaTestGorillano first choiceagainst: Criteria Corp, HireVue, Pymetrics, SHL, Wonderlic
One alternative
EvalartThree alternatives
Adaface, Criteria Corp, eSkillSeven alternatives
Bryq, ClassMarker, CodeSignal, Codility, HireVue, ProProfs Quiz Maker, eSkillFour alternatives
Canditech, EmployTest, Pointerpro, VervoeOne alternative
Criteria CorpBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:51 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:12 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:45 | yes | 13 | 31 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:47 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:37 | yes | 25 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:48 | yes | 12 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:29 | yes | 22 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:45 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:43 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:03 | yes | 14 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:28 | yes | 22 | 238 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:35 | yes | 5 | 10 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:38 | yes | 3 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:34 | yes | 19 | 28 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:45 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:22 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:21 | yes | 10 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:54 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:02 | yes | 22 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:36 | yes | 13 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:49 | yes | 24 | 38 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:27 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:16 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:55 | yes | 20 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:55 | yes | 15 | 26 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:57 | yes | 10 | 27 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:07 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:45 | yes | 14 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:36 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:56 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:18 | yes | 14 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:35 | yes | 17 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:09 | yes | 24 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:52 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:22 | yes | 24 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:15 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:14 | yes | 10 | 47 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:25 | yes | 15 | 21 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:49 | yes | 21 | 49 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:27 | yes | 13 | 26 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:40 | yes | 7 | 15 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:23 | yes | 15 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:37 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:46 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:08 | yes | 15 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:15 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:38 | yes | 15 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:12 | yes | 24 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:44 | yes | 22 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:35 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:47 | yes | 5 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:50 | yes | 22 | 35 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:14 | yes | 11 | 17 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:59 | yes | 10 | 24 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:48 | yes | 3 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:21 | yes | 14 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:14 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:35 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:24 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:48 | yes | 33 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:59 | yes | 13 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:06 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:50 | yes | 17 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:37 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:56 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:06 | yes | 22 | 39 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:33 | yes | 11 | 85 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:27 | no | 0 | 7 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:58 | yes | 3 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:46 | yes | 14 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:35 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:55 | no | 0 | 2 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:01 | yes | 21 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:34 | yes | 24 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:14 | yes | 24 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:01 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:36 | yes | 25 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:11 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:15 | no | 0 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:55 | yes | 10 | 14 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:35 | yes | 24 | 295 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:22 | yes | 15 | 33 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:58 | no | 0 | 4 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:20 | yes | 25 | 39 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Criteria read as Criteria Corp
Criteria (HireSelect) read as Criteria Corp
Criteria (formerly CritiCorp) read as Criteria Corp
Hogan read as Hogan Assessments
Unresolved, counted raw
ACIS IQ Test
AhaSlides
Amira Learning
Big Five (OCEAN)
Brilliant Assessments
C-Factor AI
CCPA (Cornell University / Pearson)
Culture Index
Cut-e (by Aon)
ETS (Educational Testing Service)
Edcafe AI
Edsby
Educational Testing Service (ETS, e.g., TOEFL/TOEIC proctored tests)
Exam.net
Humantic AI
Indeed Assessments
Kforce
Mercer Assessments
ModernMetric
NWEA MAP Growth
Nexam
Otus
Outset
Pear Assessment
Pearson
Proctortrack
Pysh
Revision Village
TestLibrary.com
Toddle
Wayground
i-Ready (Curriculum Associates)
Discontinued, still offered
No shut-down product was recommended here.