Candidate assessment for small business buyers
Asked as “pre-employment assessment platform”, and as “skills testing tool for hiring”, on behalf of a small B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
76%
Clear leader
76TestGorilla06EmployTest04JobCannon14others
76% of first choices, clear leader.
Since September 2026▲+5Since September 2026: 71% → 76%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.TestGorilla held the lead, +5 points on 71%, inside the 13-point 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.This pageMid-marketTestGorilla52%Clear leader▼−18Since September 2026: 68% → 50%, −18 points. Past the 13-point floor: movement. Read over the models both editions asked.Standing →Enterprise
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.This pageMid-marketTestGorilla52%Clear leader▼−18Since September 2026: 68% → 50%, −18 points. Past the 13-point floor: movement. Read over the models both editions asked.Standing →EnterpriseSHL20%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01TestGorilla76%11%70endorsed leader▲+5Since September 2026: 71% → 76%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.71% → 76%
TestGorilla76%11%70endorsed leader▲+5Since September 2026: 71% → 76%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.71% → 76%02
EmployTest6%0%21accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 7%
EmployTest6%0%21accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 7%03
Toggl Hire4%6%18accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
Toggl Hire4%6%18accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%04
Vervoe2%14%37accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
Vervoe2%14%37accepted 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
Canditech2%0%11accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Canditech2%0%11accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%06
HackerRank2%31%13criticized 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%31%13criticized 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
13
HireVue0%73%15criticized 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%73%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%12SHL0%67%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
SHL0%67%12criticized 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
Criteria Corp0%42%33criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Criteria Corp0%42%33criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%10
The Predictive Index0%40%15criticized 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 Predictive Index0%40%15criticized 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
Codility0%27%15criticized 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%27%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%07
Testlify0%0%14accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Testlify0%0%14accepted 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
Hirevire0%0%11accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Hirevire0%0%11accepted 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 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
One product takes 76% of first choices here, so the chart would put twelve markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Six products carry a negative rate above 25% in this category.
What they warned about
Nine of fourteen models held their first choice under the paraphrase. Perplexity Sonar, Mistral Small, Llama 4 Maverick, MiniMax M2.5 and GPT-6 Luna 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.
Criteria Corp42%
14 of 33 labels negative · 9 of 14 models · 7 hard negative
“"are designed for mid-sized to enterprise companies and require a minimum of 500 or even 2,000+ employees. These are not suitable for small businesses"” Muse Glimmer 30B, negative prompt
HireVue73%
11 of 15 labels negative · 8 of 14 models · 8 hard negative
“HireVue is very expensive, has complex implementation, requires technical expertise, and is enterprise-focused” Claude Haiku 4.5, negative prompt
TestGorilla11%
8 of 70 labels negative · 8 of 14 models · 2 hard negative
“**TestGorilla:** While popular, users frequently cite **steep pricing** for small organizations.” GLM 4.7 FlashX, negative prompt
The Predictive Index40%
6 of 15 labels negative · 6 of 14 models · 4 hard negative
“**Avoid**: Enterprise-only platforms with quote-only pricing (Criteria, Predictive Index, Wonderlic, HireVue)” Kimi K2, scale 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
75 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. 1016 links across 200 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 · TestGorilla42 answers · 94 citations · 13 models
vendor site · FirstHR37 answers · 45 citations · 11 models
32 answers · 34 citations · 12 models
vendor site · Hirevire31 answers · 42 citations · 11 models
vendor site · Bryq27 answers · 42 citations · 11 models
vendor site · TestTrick26 answers · 28 citations · 12 models
26 answers · 26 citations · 11 models
vendor site · G224 answers · 38 citations · 10 models
21 answers · 31 citations · 11 models
20 answers · 26 citations · 10 models
vendor site · Pin19 answers · 20 citations · 9 models
vendor site · AIHR16 answers · 17 citations · 6 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.
32 answers · 11 models
27 answers · 11 models
26 answers · 11 models
22 answers · 12 models
21 answers · 9 models
19 answers · 9 models
19 answers · 9 models
18 answers · 8 models
16 answers · 6 models
14 answers · 9 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 | 76% | 253 | 4,400 | 170 | 58,548 | $462 | 76 | |
| EmployTest employtest.com | 6% | 27 | 170 | 0 | 4,422 | 3 | ||
| Toggl toggl.com Toggl Hire 4% | 4% | 38 | 70 | 1 | 257,259 company | 30 | ||
| JobCannon jobcannon.io | 4% | 10 | 70 | 0 | 479,796 | |||
| Vervoe vervoe.com | 2% | 84 | 480 | 9 | 7,828 | |||
| Canditech canditech.io | 2% | 23 | 390 | 13 | 4,346 | 22 | ||
| TestDome testdome.com | 2% | 39 | 880 | 22 | 34,709 | 0 | ||
| HackerRank hackerrank.com | 2% | 248 | 33,100 | 1,116 | 58,699 | 22 | ||
| CodeSignal codesignal.com | 2% | 173 | 14,800 | 548 | 152,420 | $5,323 | 23 | |
| Testlify testlify.com | 0% | 45 | 480 | 6 | 43,586 | 0 | 8 |
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 small B2B company?”Paraphrase“Which skills testing tool for hiring would you recommend to a small business that sells to other businesses?”Comparative“What are the top assessment platforms for a small team and how do they differ?”Budget-constrained“What is the best pre-employment assessment platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a pre-employment assessment platform. What should we look at?”Negative“Which assessment platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldTestGorillaTestGorillano first choiceagainst: Criteria Corp, HireVue, Lattice, Leapsome, TestGorilla, Vervoe
Four alternatives
BambooHR, CharlieHR, Criteria Corp, DeputyThree alternatives
EmployTest, Hirevire, Toggl HireGPT-5.4 miniTestGorillaTestGorillaHeldTestGorillaagainst: HireVueTestGorillaagainst: HireVue, Talogyno first choicenothing named
One alternative
HireVueThree alternatives
Codility, Testlify, The Predictive IndexThree alternatives
Codility, Testlify, The Predictive IndexOne alternative
CodilityGemini 3.5 FlashTestGorillaTestGorillaHeldagainst: VervoeTestGorillaagainst: Google FormsTestDomeagainst: Toggl HireTestGorillaagainst: CliftonStrengths, Codility, HackerRank, Hogan Assessments, Myers-Briggs Type Indicator, SHL, TestGorilla, The Enneagram, The Predictive Index
Four alternatives
Canditech, The Predictive Index, Toggl Hire, TruffleThree alternatives
Assessing.ai, Canditech, Toggl HireFive alternatives
CoderPad, Sheelon, The Predictive Index, Truffle, VervoeFour alternatives
Hirevire, TestGorilla, Testlify, TruffleFour alternatives
EmployTest, Testlify, Toggl Hire, TrufflePerplexity SonarToggl Hire, Vervoeagainst: WeCPTestGorillaChangedTestGorillaagainst: Google Forms, MentimeterTestGorillano first choiceagainst: Criteria Corp, HireVue, TestGorilla, The Predictive Index, Wonderlic
Two alternatives
TestGorilla, eSkillThree alternatives
EmployTest, TestDome, eSkillTwo alternatives
TestTrick, TruffleThree alternatives
Hirevire, Toggl Hire, VervoeGrok 4.1 FastTestGorillaTestGorillaHeldTestGorillaTestGorillaTestGorillaagainst: Criteria Corp, Harver, HireVue, Hogan Assessments, SHL, The Predictive Index
Three alternatives
Canditech, EmployTest, VervoeThree alternatives
TestTrick, Testlify, iMochaTwo alternatives
Bryq, VervoeTwo alternatives
Toggl Hire, VervoeThree alternatives
Criteria Corp, Testlify, VervoeMistral SmallEmployTest, TestGorillano first choiceChangedno first choiceJobCannon, TestGorillano first choiceagainst: EcoVadis, Scamadvisor, Sitejabber
Two alternatives
TestInvite, VervoeDeepSeek V4 FlashTestGorillaTestGorillaHeldTestGorillaagainst: Criteria CorpEmployTest, TestGorillaagainst: VervoeTestGorillaagainst: Hogan Assessments, SHLagainst: Coderbyte, Codility, Criteria Corp, HackerRank, Harver, HireVue, Hogan Assessments, Korn Ferry, SHL, TestGorilla, The Predictive Index, Vervoe, Wonderlic
Two alternatives
Criteria Corp, EmployTestThree alternatives
Criteria Corp, EmployTest, VervoeFour alternatives
Bryq, Truffle, Vervoe, XobinTwo alternatives
Criteria Corp, PlumLlama 4 Maverickno first choiceTestGorillaChangedno first choiceno first choiceno first choiceagainst: Criteria Corp
Two alternatives
Bryq, Criteria CorpThree alternatives
Pinpoint, TestTrick, Toggl HireQwen 3.7 FlashTestGorillaTestGorillaHeldTestGorillaJobCannonCodeSignal, HackerRank, TestGorillaagainst: Codility, Criteria Corp, HackerRank, Harver, Pymetrics
Three alternatives
Codility, HackerRank, VervoeTwo alternatives
The Predictive Index, VervoeThree alternatives
Bryq, Hirevire, XobinThree alternatives
Criteria Corp, TestGorilla, TruffleThree alternatives
Criteria Corp, Pymetrics, SHLKimi K2TestGorillaagainst: Criteria Corp, HireVue, SHL, WonderlicTestGorillaHeldTestGorillaTestGorillaagainst: Criteria CorpEmployTest, TestGorillaagainst: Criteria Corp, HireVue, The Predictive Index, Wonderlicagainst: Criteria Corp, Harver, SHL, TestGorilla
Three alternatives
Assessing.ai, Testlify, VervoeFive alternatives
SalesFuel, The Predictive Index, Toggl Hire, Vervoe, iMochaSix alternatives
15Five, CodeSignal, Codility, HackerRank, Lattice, VervoeThree alternatives
EmployTest, Hirevire, Toggl HireOne alternative
VervoeGLM 4.7 FlashXTestGorillaTestGorillaHeldagainst: HireVue, Vervoe15Five, ThriveSparrowTestGorillano first choiceagainst: D2L Brightspace, Greenhouse, TestGorilla, Wizehire, iSpring Suite
Five alternatives
Codility, EmployTest, HackerRank, Hirevire, VervoeOne alternative
TestlifyEight alternatives
AssessTEAM, BambooHR, Deel HR, Express Evaluations, Lattice, Leapsome, PerformYard, TeamflectFour alternatives
EmployTest, Hirevire, Toggl Hire, VervoeMiniMax M2.5no first choiceTestGorillaChangedagainst: Criteria Corp, Google Forms, TypeformTestGorillaTestGorillano first choiceagainst: TestGorilla
Four alternatives
Codility, HackerRank, Vervoe, eSkillThree alternatives
Bryq, Cloud Assess, XobinTwo alternatives
Criteria Corp, EmployTestThree alternatives
Criteria Corp, Plum, TestGorillaGPT-6 LunaCanditechTestGorillaChangedTestGorillaTestGorillano first choicenothing named
Three alternatives
Criteria Corp, TestGorilla, WorkableOne alternative
VervoeFour alternatives
Criteria Corp, HackerRank, TestDome, VervoeOne alternative
TestDomeMuse Glimmer 30BTestGorillaagainst: Criteria CorpTestGorillaHeldTestGorillaagainst: Harver, HireVue, SHLTestGorilla, Toggl Hireno first choiceagainst: Coderbyte, Codility, Criteria Corp, HackerRank, Harver, HireVue, SHL, TestGorilla, The Predictive Index, Wonderlic
Two alternatives
EmployTest, VervoeThree alternatives
EmployTest, Intervue, VervoeSix alternatives
Cloud Assess, Criteria Corp, Easy LMS, EmployTest, Skillmeter, VervoeThree alternatives
EmployTest, Hirevire, VervoeBold 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 11:43 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:27 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:23 | yes | 15 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:19 | yes | 25 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:15 | yes | 19 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:54 | yes | 7 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:41 | yes | 23 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:17 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:46 | yes | 13 | 66 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:23 | yes | 12 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:36 | yes | 13 | 54 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:57 | yes | 7 | 12 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:08 | yes | 5 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:37 | yes | 12 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:01 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:44 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:33 | yes | 12 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:34 | yes | 19 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:54 | yes | 22 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:07 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:01 | yes | 25 | 39 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:27 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:42 | yes | 10 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:45 | yes | 19 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:11 | yes | 25 | 43 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:47 | no | 0 | 56 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:05 | yes | 3 | 20 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:01 | yes | 14 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:09 | yes | 18 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:37 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:17 | yes | 16 | 58 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:56 | yes | 18 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:43 | yes | 19 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:46 | yes | 7 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:36 | yes | 23 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:12 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:06 | yes | 8 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:10 | yes | 20 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:58 | yes | 14 | 28 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:20 | yes | 24 | 42 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:46 | yes | 5 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:35 | yes | 14 | 50 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:39 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:13 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:55 | yes | 20 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:47 | yes | 18 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:56 | yes | 21 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:26 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:55 | yes | 21 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:23 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:00 | yes | 9 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:03 | yes | 13 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:36 | yes | 20 | 80 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:46 | yes | 10 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:42 | yes | 3 | 24 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:39 | yes | 12 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:54 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:30 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:40 | yes | 12 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:41 | yes | 27 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:09 | yes | 15 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:19 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:51 | yes | 22 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:43 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:56 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:42 | yes | 11 | 18 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:07 | yes | 12 | 17 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:48 | yes | 5 | 10 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:42 | yes | 5 | 35 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:47 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:40 | yes | 17 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:19 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:48 | yes | 27 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:07 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:21 | yes | 23 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:44 | yes | 14 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:06 | yes | 23 | 69 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:37 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:03 | yes | 5 | 20 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:11 | yes | 22 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:49 | yes | 22 | 100 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:27 | yes | 25 | 37 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:28 | yes | 2 | 10 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:54 | yes | 11 | 19 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Criteria read as Criteria Corp
Hogan read as Hogan Assessments
Unresolved, counted raw
CliftonStrengths (Gallup)
Employment Technologies
HireTruffle
SalesFuel
Scamadvisor
SharpAssessment
Sheelon
Sitejabber
TeamTrait
Testportal
The Enneagram
Discontinued, still offered
No shut-down product was recommended here.