Employee engagement surveys
Asked as “employee engagement survey platform”, and as “employee pulse survey tool”, on behalf of a mid-market B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
37%
Contested · Workleap Officevibe 13%
37Culture Amp13Workleap Officevibe12Leapsome38others
37% of first choices, contested.
Since September 2026▼−6Since September 2026: 40% → 35%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Culture Amp held the lead, −6 points on 40%, 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
Workleap Officevibe41%Clear leader▲+5Since September 2026: 40% → 45%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Culture Amp37%Contested▼−6Since September 2026: 40% → 35%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageEnterpriseCulture Amp29%Contested▼−4Since September 2026: 30% → 27%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →
Workleap Officevibe41%Clear leader▲+5Since September 2026: 40% → 45%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketCulture Amp37%Contested▼−6Since September 2026: 40% → 35%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageEnterpriseCulture Amp29%Contested▼−4Since September 2026: 30% → 27%, −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
01Culture Amp37%17%42endorsed leader▼−6Since September 2026: 40% → 35%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.40% → 35%
Culture Amp37%17%42endorsed leader▼−6Since September 2026: 40% → 35%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.40% → 35%02Workleap Officevibe13%6%35accepted challenger=heldSince September 2026: 12% → 12%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 12%
Workleap Officevibe13%6%35accepted challenger=heldSince September 2026: 12% → 12%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 12%03
Leapsome12%6%17accepted challenger▲+13Since September 2026: 0% → 13%, +13 points. Past the 13-point floor: movement. Read over the models both editions asked.0% → 13%
Leapsome12%6%17accepted challenger▲+13Since September 2026: 0% → 13%, +13 points. Past the 13-point floor: movement. Read over the models both editions asked.0% → 13%04
Lattice10%6%31accepted challenger▲+2Since September 2026: 10% → 12%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 12%
Lattice10%6%31accepted challenger▲+2Since September 2026: 10% → 12%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 12%05
15Five Engage5%0%28accepted challenger▼−2Since September 2026: 6% → 4%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 4%
15Five Engage5%0%28accepted challenger▼−2Since September 2026: 6% → 4%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 4%06
FeedbackPulse5%0%10accepted challenger▼−8Since September 2026: 12% → 4%, −8 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 4%
FeedbackPulse5%0%10accepted challenger▼−8Since September 2026: 12% → 4%, −8 points. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 4%07
Microsoft Viva Glint2%0%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Microsoft Viva Glint2%0%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%08
Qualtrics EmployeeXM2%36%11criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Qualtrics EmployeeXM2%36%11criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%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 twenty-eight head-to-head pages: the top eight products, each against each
Culture Amp vs 15Five EngageCulture Amp vs FeedbackPulseCulture Amp vs Microsoft Viva GlintCulture Amp vs Qualtrics EmployeeXMWorkleap Officevibe vs LeapsomeWorkleap Officevibe vs LatticeWorkleap Officevibe vs 15Five EngageWorkleap Officevibe vs FeedbackPulseWorkleap Officevibe vs Microsoft Viva GlintWorkleap Officevibe vs Qualtrics EmployeeXMLeapsome vs LatticeLeapsome vs 15Five EngageLeapsome vs FeedbackPulseLeapsome vs Microsoft Viva GlintLeapsome vs Qualtrics EmployeeXMLattice vs 15Five EngageLattice vs FeedbackPulseLattice vs Microsoft Viva GlintLattice vs Qualtrics EmployeeXM15Five Engage vs FeedbackPulse15Five Engage vs Microsoft Viva Glint15Five Engage vs Qualtrics EmployeeXMFeedbackPulse vs Microsoft Viva GlintFeedbackPulse vs Qualtrics EmployeeXMMicrosoft Viva Glint vs Qualtrics EmployeeXM
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 →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Culture Amp37%
Culture Amp37%02Workleap Officevibe13%
Workleap Officevibe13%03Leapsome12%
Leapsome12%04Lattice10%
Lattice10%0515Five Engage5%
15Five Engage5%06FeedbackPulse5%
FeedbackPulse5%07Microsoft Viva Glint2%
Microsoft Viva Glint2%08Qualtrics EmployeeXM2%
Qualtrics EmployeeXM2%What they warned about
Four of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, 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.
Culture Amp17%
7 of 42 labels negative · 6 of 14 models · 3 hard negative
“Avoid platforms like Culture Amp, Leapsome, or Qualtrics—they're excellent but priced for enterprise” DeepSeek V4 Flash, budget prompt
Qualtrics EmployeeXM36%
4 of 11 labels negative · 3 of 14 models · 1 hard negative
“Avoid platforms like Culture Amp, Leapsome, or Qualtrics” DeepSeek V4 Flash, budget prompt
SurveyMonkey43%
3 of 7 labels negative · 3 of 14 models
“Limitation: 10-question cap makes it restrictive for comprehensive engagement surveys” Kimi K2, budget prompt
Lattice6%
2 of 31 labels negative · 2 of 14 models · 2 hard negative
“avoid platforms with $4,000+ annual minimums like Lattice/Culture Amp” GLM 4.7 FlashX, 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
69 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. 881 links across 295 sites, every framing counted. Ranked by the number of answers carrying the site or page. 3 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 · FeedbackPulse33 answers · 49 citations · 12 models
vendor site · CultureMonkey28 answers · 49 citations · 11 models
vendor site · Betterworks26 answers · 26 citations · 9 models
21 answers · 36 citations · 9 models
vendor site · Eletive19 answers · 25 citations · 9 models
vendor site · Engagedly19 answers · 20 citations · 9 models
vendor site · HR Cloud17 answers · 17 citations · 9 models
16 answers · 19 citations · 10 models
vendor site · FirstHR16 answers · 19 citations · 8 models
vendor site · FormGrid16 answers · 16 citations · 8 models
vendor site · Workhuman14 answers · 15 citations · 9 models
vendor site · SurveySparrow12 answers · 12 citations · 9 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.
26 answers · 9 models
19 answers · 10 models
16 answers · 8 models
14 answers · 9 models
13 answers · 9 models
13 answers · 8 models
12 answers · 7 models
11 answers · 7 models
11 answers · 8 models
11 answers · 5 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 “best employee engagement survey platform”, “employee engagement survey platform”, “engagement platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| Culture Amp cultureamp.com | 37% | 345 | 14,800 | 121 | 174,918 | 35 | 5 | |
| Workleap workleap.com Workleap Officevibe 13% | 13% | 96 | 140 | 7 | 67,808 company | $740 | 6 | |
| Leapsome leapsome.com | 12% | 298 | 2,900 | 32 | 51,450 | $18,531 | 60 | |
| Lattice lattice.com | 10% | 662 | 90,500 | 13,900 | 122,123 | $1,328 | 120 | 9 |
| 15Five Engage 15five.com | 5% | 78 | 0 | 32,362 | 22 | |||
| FeedbackPulse feedbackpulse.com | 5% | 73 | 20 | 0 | 21,184 | 4 | ||
| Google Forms google.com | 3% | 54 | 1,830,000 | 15,495 | 1,800,358,416 | $465,944 | 5 | |
| Microsoft Forms microsoft.com Microsoft Viva Glint 2%, Microsoft Forms 2% | 3% | 49 | 210 | 9 | 145,358,109 | $12,455 | 103 | |
| Zoho parent site Zoho Survey 2% | 2% | 9 | ||||||
| Teamflect teamflect.com | 2% | 149 | 880 | 12 | 12,592 | 30 |
Google's top ten for the three searches hold 22 sites; 2 of them are among the sites the models cited here (peoplemanagingpeople.com, surveysparrow.com). The first result for “best employee engagement survey platform” is matterapp.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 employee engagement survey platform for a mid-market B2B company?”Paraphrase“Which employee pulse survey tool would you recommend to a mid-sized B2B company?”Comparative“What are the top engagement platforms and how do they differ?”Budget-constrained“What is the best employee engagement survey platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an employee engagement survey platform. What should we look at?”Negative“Which engagement platforms should I avoid or be cautious about?”
Claude Haiku 4.5Culture AmpCulture AmpHeldno first choiceFeedbackPulse, Workleap Officevibeno first choicenothing named
Three alternatives
15Five Engage, Lattice, Quantum WorkplaceThree alternatives
15Five Engage, Leapsome, Workleap OfficevibeTwo alternatives
Microsoft Forms, Zoho SurveyGPT-5.4 miniCulture AmpCulture AmpHeldno first choiceGoogle Forms, Microsoft Formsagainst: Betterworksno first choicenothing named
Four alternatives
Explorance Blue, Qualtrics EmployeeXM, WTW Engage, WorkTangoFive alternatives
15Five Engage, Lattice, Qualtrics EmployeeXM, Workday Peakon Employee Voice, Workleap OfficevibeThree alternatives
Incogneato, SurveyMonkey, SurveySparrowGemini 3.5 FlashCulture Amp, Latticeagainst: Qualtrics EmployeeXMLattice, LeapsomeChangedLattice, Workleap OfficevibeTeamflectagainst: Culture Amp, Qualtrics EmployeeXM, Workleap OfficevibeCulture Ampnothing named
Three alternatives
15Five Engage, Leapsome, TeamflectThree alternatives
Culture Amp, Teamflect, Workleap OfficevibeTwo alternatives
Culture Amp, Microsoft Viva GlintSix alternatives
Assembly, FeedbackPulse, Google Forms, LimeSurvey, Microsoft Forms, ThriveSparrowFour alternatives
Lattice, Leapsome, Quantum Workplace, Workleap OfficevibePerplexity SonarCulture AmpLeapsomeChangedno first choiceQuestionPro Workforceno first choiceagainst: Slack
Three alternatives
15Five Engage, CultureMonkey, LeapsomeTwo alternatives
Culture Amp, Workleap OfficevibeThree alternatives
Engagedly, SurveySparrow, Zoho SurveyGrok 4.1 FastCulture AmpCulture AmpHeldno first choiceGoogle Formsagainst: Culture Ampno first choicenothing named
Four alternatives
15Five Engage, CultureMonkey, Lattice, Quantum WorkplaceFour alternatives
15Five Engage, FeedbackPulse, Lattice, Workleap OfficevibeTwo alternatives
15Five Engage, Workleap OfficevibeMistral SmallCulture Amp, Workleap OfficevibeLeapsomeChangedagainst: SurveySparrowno first choiceWorkleap OfficevibeCulture Amp, Microsoft Viva Glintagainst: Qualtrics EmployeeXMnothing named
Two alternatives
Eletive, LeapsomeThree alternatives
15Five Engage, Lattice, Workleap OfficevibeThree alternatives
15Five Engage, SurveySparrow, ThriveSparrowTwo alternatives
15Five Engage, Workday Peakon Employee VoiceDeepSeek V4 FlashCulture Ampagainst: Qualtrics XMLeapsomeChangedBonusly, eXo PlatformFeedbackPulseagainst: Culture Amp, Leapsome, Qualtrics EmployeeXMno first choiceagainst: Forms+Excel, SurveyMonkeynothing named
Three alternatives
15Five Engage, Lattice, Microsoft Viva GlintFour alternatives
Culture Amp, Lattice, Quantum Workplace, Workleap OfficevibeOne alternative
BambooHRThree alternatives
15Five Engage, Google Forms, Workleap OfficevibeLlama 4 MaverickLeapsomeCulture AmpChangedno first choiceEngagedly, Zoho Surveyno first choicenothing named
Two alternatives
CultureMonkey, Workleap OfficevibeFour alternatives
CultureMonkey, Jotform, Microsoft Viva Glint, Mitratech PerformQwen 3.7 FlashLatticeagainst: Culture AmpLeapsomeChangedBambooHRWorkleap Officevibeagainst: Culture Amp, Lattice, Quantum Workplaceno first choicenothing named
One alternative
15Five EngageTwo alternatives
Culture Amp, Workleap OfficevibeOne alternative
eXo PlatformThree alternatives
Bonusly, Connecteam, TeamflectKimi K2Lattice15Five Engage, Culture AmpChangedno first choiceWorkleap Officevibeagainst: Culture Amp, SurveyMonkeyno first choicenothing named
Four alternatives
15Five Engage, Culture Amp, Quantum Workplace, Workleap OfficevibeThree alternatives
Lattice, Microsoft Viva Glint, Workleap OfficevibeFour alternatives
15Five Engage, Google Forms, Microsoft Forms, TINYpulseGLM 4.7 FlashXCulture Amp, Latticeagainst: Workday Peakon Employee VoiceCulture AmpChangedCulture Amp, WorkhumanClickUp, FormGridagainst: Culture Amp, LatticeCulture Amp, Lattice, Qualtrics EmployeeXMnothing named
One alternative
LeapsomeFour alternatives
15Five Engage, FeedbackPulse, Lattice, WorkTangoOne alternative
LatticeFour alternatives
Bonusly, Connecteam, Jotform, Workleap OfficevibeMiniMax M2.5Culture Ampagainst: Gallup Access, SurveyMonkey15Five Engage, LeapsomeChangedno first choiceWorkleap Officevibeno first choicenothing named
Four alternatives
15Five Engage, Lattice, Qualtrics EmployeeXM, Workday Peakon Employee VoiceThree alternatives
Culture Amp, Lattice, Qualtrics EmployeeXMTwo alternatives
Engagedly, Zoho SurveyGPT-6 LunaCulture AmpWorkleap OfficevibeChangedno first choiceagainst: Salesforce Marketing Cloud15Five Engageagainst: Workleap Officevibeno first choicenothing named
Two alternatives
Lattice, Workleap OfficevibeTwo alternatives
15Five Engage, LatticeFive alternatives
Adobe Journey Optimizer, Braze, HubSpot, Iterable, KlaviyoTwo alternatives
Google Forms, Microsoft FormsMuse Glimmer 30BCulture AmpCulture AmpHeldno first choiceFeedbackPulse, Workleap OfficevibeCulture Ampnothing named
Six alternatives
15Five Engage, Lattice, Microsoft Viva Glint, Quantum Workplace, TINYpulse, Workleap OfficevibeThree alternatives
15Five Engage, FeedbackPulse, LeapsomeFour alternatives
15Five Engage, Bonusly, Connecteam, Google FormsThree alternatives
FeedbackPulse, Lattice, Workleap OfficevibeBold 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 10:28 | yes | 9 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:53 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:47 | yes | 11 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:51 | yes | 19 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:55 | yes | 23 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:22 | yes | 11 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:21 | yes | 19 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:50 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:50 | yes | 10 | 42 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:04 | yes | 15 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:25 | yes | 19 | 105 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:21 | no | 0 | 11 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:27 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:46 | yes | 14 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:01 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:41 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:25 | yes | 8 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:45 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:47 | yes | 21 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:35 | yes | 10 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:53 | yes | 22 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:24 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:00 | yes | 5 | 21 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:54 | yes | 14 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:41 | yes | 14 | 98 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:40 | yes | 5 | 15 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:30 | yes | 4 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:48 | yes | 19 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:05 | no | 0 | 2 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:33 | no | 0 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:08 | yes | 21 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:07 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:23 | yes | 24 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:16 | yes | 9 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:35 | yes | 23 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:56 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:58 | yes | 10 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:14 | yes | 15 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:54 | yes | 24 | 67 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:43 | yes | 10 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:10 | yes | 6 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:40 | yes | 14 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:01 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:03 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:36 | yes | 22 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:52 | yes | 18 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:48 | yes | 22 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:51 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:57 | yes | 24 | 38 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:42 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:27 | yes | 10 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:07 | yes | 15 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:41 | yes | 12 | 24 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:28 | yes | 5 | 14 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:45 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:26 | yes | 12 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:29 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:14 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:40 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:00 | yes | 24 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:36 | yes | 13 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:33 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:51 | yes | 10 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:37 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:58 | no | 0 | 40 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:44 | no | 0 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:52 | yes | 14 | 47 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:56 | no | 0 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:22 | yes | 2 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:24 | yes | 14 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:06 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:37 | no | 0 | 3 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:51 | yes | 17 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:14 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:38 | yes | 14 | 4 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:51 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:13 | no | 0 | 7 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:40 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:47 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:10 | yes | 25 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:26 | yes | 13 | 96 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:22 | yes | 10 | 29 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:58 | no | 0 | 3 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:43 | yes | 25 | 40 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
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Claude Haiku 4.5
0 of 3 flipped
GPT-5.4 mini
0 of 3 flipped
Gemini 3.5 Flash
5 of 5 flipped
Perplexity Sonar
1 of 3 flipped
Grok 4.1 Fast
2 of 3 flipped
Mistral Small
4 of 4 flipped
DeepSeek V4 Flash
2 of 4 flipped
Llama 4 Maverick
3 of 3 flipped
Qwen 3.7 Flash
5 of 5 flipped
Kimi K2
3 of 3 flipped
GLM 4.7 FlashX
4 of 5 flipped
MiniMax M2.5
2 of 3 flipped
GPT-6 Luna
1 of 3 flipped
Muse Glimmer 30B
4 of 5 flipped
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
15Five read as 15Five Engage
Gallup read as Gallup Access
Glint read as Microsoft Viva Glint
Glint (LinkedIn) read as Microsoft Viva Glint
Google Forms with Looker Studio read as Google Forms
Officevibe read as Workleap Officevibe
Officevibe (HubSpot) read as Workleap Officevibe
Officevibe (Workleap) read as Workleap Officevibe
Officevibe (by Workleap) read as Workleap Officevibe
Officevibe by Workleap read as Workleap Officevibe
Peakon (Workday) read as Workday Peakon Employee Voice
Peakon (now part of Workday) read as Workday Peakon Employee Voice
Qualtrics read as Qualtrics EmployeeXM
Qualtrics (XM) read as Qualtrics EmployeeXM
Workday Peakon read as Workday Peakon Employee Voice
Workleap read as Workleap Officevibe
Workleap (Officevibe) read as Workleap Officevibe
Workleap (formerly Officevibe) read as Workleap Officevibe
Unresolved, counted raw
Adobe Journey Optimizer
Forms+Excel
Incogneato
Inpulse
LimeSurvey
WTW Engage
Discontinued, still offered
No shut-down product was recommended here.