Employee engagement surveys
Asked as “employee engagement survey platform”, and as “employee pulse survey tool”, on behalf of a mid-market B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
39%
Contested · Culture Amp 22%
3915Five Engage22Culture Amp11Workleap Officevibe28others
39% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: 15Five Engage (39%) replaces Culture Amp (37% then, 22% now), 17 points clear, past the 13-point floor.15Five Engage leads at 39%, replacing Culture Amp, which led at 37% and stands at 22% now: 17 points clear, 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
Workleap Officevibe27%Contested▼−14Since October 2026: 41% → 27%, −14 points. Past the 13-point floor: movement.Standing →Mid-market
15Five Engage39%Contested↗new leaderNew leader since October 2026: 15Five Engage (39%) replaces Culture Amp (37% then, 22% now), 17 points clear, past the 13-point floor.This pageEnterprise
Culture Amp40%Contested▲+11Since October 2026: 29% → 40%, +11 points. Inside the 13-point floor: within noise.Standing →
Workleap Officevibe27%Contested▼−14Since October 2026: 41% → 27%, −14 points. Past the 13-point floor: movement.Standing →Mid-market15Five Engage39%Contested↗new leaderNew leader since October 2026: 15Five Engage (39%) replaces Culture Amp (37% then, 22% now), 17 points clear, past the 13-point floor.This pageEnterpriseCulture Amp40%Contested▲+11Since October 2026: 29% → 40%, +11 points. Inside the 13-point floor: within noise.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 October 2026
0115Five Engage39%2%44endorsed leader▲+34Since October 2026: 5% → 39%, +34 points. Past the 13-point floor: movement.5% → 39%
15Five Engage39%2%44endorsed leader▲+34Since October 2026: 5% → 39%, +34 points. Past the 13-point floor: movement.5% → 39%02Culture Amp22%25%48criticized challenger▼−15Since October 2026: 37% → 22%, −15 points. Past the 13-point floor: movement.37% → 22%
Culture Amp22%25%48criticized challenger▼−15Since October 2026: 37% → 22%, −15 points. Past the 13-point floor: movement.37% → 22%03Workleap Officevibe11%3%35accepted challenger▼−2Since October 2026: 13% → 11%, −2 points. Inside the 13-point floor: within noise.13% → 11%
Workleap Officevibe11%3%35accepted challenger▼−2Since October 2026: 13% → 11%, −2 points. Inside the 13-point floor: within noise.13% → 11%04Lattice Engagement7%12%32accepted challenger▼−3Since October 2026: 10% → 7%, −3 points. Inside the 13-point floor: within noise.10% → 7%
05
Leapsome4%14%21accepted challenger▼−8Since October 2026: 12% → 4%, −8 points. Inside the 13-point floor: within noise.12% → 4%
Leapsome4%14%21accepted challenger▼−8Since October 2026: 12% → 4%, −8 points. Inside the 13-point floor: within noise.12% → 4%06ThriveSparrow Engage2%6%17accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
07
Google Forms Lab in the set2%30%10criticized challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 13-point floor: within noise.3% → 2%
Google Forms Lab in the set2%30%10criticized challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 13-point floor: within noise.3% → 2%Show the three products at 0%, ordered by negative rate
10
Qualtrics EmployeeXM0%50%16criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Qualtrics EmployeeXM0%50%16criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%09
SurveyMonkey0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
SurveyMonkey0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%08
Microsoft Viva Glint0%18%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Microsoft Viva Glint0%18%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
Google Forms is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models one time of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
All twenty-one head-to-head pages: the top seven products, each against each
15Five Engage vs Leapsome15Five Engage vs ThriveSparrow Engage15Five Engage vs Google FormsCulture Amp vs Workleap OfficevibeCulture Amp vs Lattice EngagementCulture Amp vs LeapsomeCulture Amp vs ThriveSparrow EngageCulture Amp vs Google FormsWorkleap Officevibe vs Lattice EngagementWorkleap Officevibe vs LeapsomeWorkleap Officevibe vs ThriveSparrow EngageWorkleap Officevibe vs Google FormsLattice Engagement vs LeapsomeLattice Engagement vs ThriveSparrow EngageLattice Engagement vs Google FormsLeapsome vs ThriveSparrow EngageLeapsome vs Google FormsThriveSparrow Engage vs Google Forms
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 →
010203L04
05T06
07080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
0115Five Engage39%
15Five Engage39%02Culture Amp22%
Culture Amp22%03Workleap Officevibe11%
Workleap Officevibe11%04Lattice Engagement7%
05Leapsome4%
Leapsome4%06ThriveSparrow Engage2%
07Google Forms2%
Google Forms2%08Microsoft Viva Glint0%
Microsoft Viva Glint0%09SurveyMonkey0%
SurveyMonkey0%10Qualtrics EmployeeXM0%
Qualtrics EmployeeXM0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, GLM 4.7 FlashX and MiniMax M2.5 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 Amp25%
12 of 48 labels negative · 8 of 14 models · 1 hard negative
“Avoid for Tight Budgets: ... Culture Amp” Grok 4.20, budget prompt
Qualtrics EmployeeXM50%
8 of 16 labels negative · 7 of 14 models · 1 hard negative
“Avoid enterprise-heavy options like Qualtrics or Workday Peakon unless your needs are highly customized” Grok 4.20, direct prompt
Lattice Engagement
12%
4 of 32 labels negative · 3 of 14 models · 1 hard negative
“Avoid for Tight Budgets: Tools like Lattice ($4/user/month + $4K annual min)” Grok 4.20, budget prompt
Leapsome14%
3 of 21 labels negative · 3 of 14 models · 1 hard negative
“Avoid for Tight Budgets: ... or Leapsome” Grok 4.20, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
66 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. 685 links across 270 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · ThriveSparrow30 answers · 40 citations · 11 models
vendor site · Lead Change Group20 answers · 44 citations · 10 models
vendor site · FeedbackPulse16 answers · 20 citations · 10 models
vendor site · Paycor16 answers · 16 citations · 10 models
vendor site · The Happiness Index12 answers · 16 citations · 9 models
12 answers · 12 citations · 9 models
10 answers · 14 citations · 5 models
vendor site · Leapsome10 answers · 12 citations · 9 models
vendor site · CultureMonkey9 answers · 11 citations · 7 models
vendor site · Sogolytics9 answers · 10 citations · 6 models
vendor site · Xoxoday8 answers · 9 citations · 6 models
vendor site · Happily.ai8 answers · 8 citations · 7 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.
18 answers · 9 models
16 answers · 10 models
13 answers · 9 models
12 answers · 9 models
11 answers · 10 models
9 answers · 9 models
9 answers · 7 models
7 answers · 7 models
7 answers · 6 models
7 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 |
|---|---|---|---|---|---|---|---|---|
| 15Five Engage 15five.com | 39% | 110 | 0 | 32,362 | 22 | |||
| Culture Amp cultureamp.com | 22% | 354 | 14,800 | 121 | 174,918 | 35 | 5 | |
| Workleap workleap.com Workleap Officevibe 11% | 11% | 81 | 140 | 7 | 67,808 company | $740 | 6 | |
| Lattice lattice.com Lattice Engagement 7% | 7% | 75 | 90,500 | 13,900 | 122,123 company | $1,328 | 120 | 9 |
| Leapsome leapsome.com | 4% | 378 | 2,900 | 32 | 51,450 | $18,531 | 60 | |
| Engagedly engagedly.com | 4% | 77 | 1,000 | 3 | 47,955 | 0 | ||
| ThriveSparrow thrivesparrow.com ThriveSparrow Engage 2% | 2% | 43 | 110 | 1 | 24,978 | 2 | ||
| Zoho parent site Zoho Survey 2% | 2% | 10 | ||||||
| Google Forms google.com | 2% | 67 | 1,830,000 | 15,495 | 1,800,358,416 | $465,944 | 5 | |
| Effy effy.ai Effy AI 2% | 2% | 77 | 140 | 3 | 40,950 company |
Google's top ten for the three searches hold 22 sites; 1 of them are among the sites the models cited here (peoplemanagingpeople.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 Amp, Lattice EngagementChangedno first choiceWorkleap Officevibe, Zoho Surveyno first choicenothing named
Four alternatives
15Five Engage, Lattice Engagement, Quantum Workplace, WorkTangoThree alternatives
ContactMonkey, Leapsome, Workleap OfficevibeThree alternatives
Assembly, FeedbackPulse, SurveyMonkeyGPT-5.4 miniCulture AmpCulture AmpHeldno first choiceSurveyPlanetagainst: Culture Amp, Leapsome, SurveySparrow, WorkTangono first choicenothing named
Three alternatives
Betterworks, Lattice Engagement, WorkvivoFour alternatives
Engage EX Platform, People Element, Quantum Workplace, WotterTwo alternatives
Microsoft Forms, SurveyMarsGemini 3.5 FlashLattice EngagementLattice EngagementHeldno first choiceThriveSparrow Engage, Workleap Officevibeagainst: Culture Amp, Qualtrics EmployeeXMCulture Ampagainst: Google Forms, Microsoft Viva Glint, Qualtrics EmployeeXM, SurveyMonkeynothing named
Four alternatives
15Five Engage, Culture Amp, Leapsome, Workleap OfficevibeThree alternatives
Culture Amp, Leapsome, Workleap OfficevibeFour alternatives
Connecteam, FeedbackPulse, Google Forms, Microsoft FormsThree alternatives
15Five Engage, Lattice Engagement, LeapsomePerplexity SonarCulture Ampagainst: Qualtrics EmployeeXMWorkleap OfficevibeChangedno first choice15Five Engageno first choicenothing named
Three alternatives
15Five Engage, Lattice Engagement, Workleap OfficevibeFour alternatives
Culture Amp, Lattice Engagement, Matter, ThriveSparrow EngageFour alternatives
Matter, ThriveSparrow Engage, Workleap Officevibe, Zoho SurveyGrok 4.2015Five Engageagainst: Culture Amp, Qualtrics EmployeeXM, The Happiness Index, ThriveSparrow Engage, Workday Peakon Employee VoiceLattice EngagementChangedno first choiceGoogle Formsagainst: 15Five Engage, Culture Amp, Lattice Engagement, Leapsome, Workleap Officevibe15Five Engage, Culture Ampagainst: Bumble, Discord, Facebook, FollowLiker, Gleam, Hootsuite, Indeed, Instagram, Jarvee, LinkedIn, OkCupid, Rafflecopter, Reddit, Seeking, TikTok, Tinder, X, YouTube Shorts
Two alternatives
Leapsome, Workleap OfficevibeFour alternatives
15Five Engage, Culture Amp, FeedbackPulse, ThriveSparrow EngageThree alternatives
Bonusly, Microsoft Forms, SurveyMonkeyMistral Small15Five Engage, Leapsome, Workleap Officevibeagainst: Culture Amp15Five Engage, Workleap OfficevibeChangedno first choiceEffy AI, Engagedlyagainst: Google Formsno first choiceagainst: Outreach, SalesLoft, Sarahah, X
One alternative
Lattice EngagementTwo alternatives
Culture Amp, LeapsomeTwo alternatives
15Five Engage, LeapsomeDeepSeek V4 Flash15Five Engageagainst: Culture Amp15Five EngageHeldagainst: LeapsomeWotterWorkleap Officevibeagainst: Google Forms, Microsoft Forms, SurveyMonkeyCulture Ampagainst: Energage, GPTW, Gallup Access, Qualtrics EmployeeXMagainst: Culture Amp
Two alternatives
Leapsome, Workleap OfficevibeTwo alternatives
Lattice Engagement, ThriveSparrow EngageThree alternatives
15Five Engage, Bonusly, ThriveSparrow EngageFive alternatives
15Five Engage, BRAVO, FeedbackPulse, Leapsome, Microsoft Viva GlintLlama 4 Maverickno first choice15Five EngageChangedno first choiceLeapsomeno first choicenothing named
Four alternatives
Culture Amp, Engagedly, FeedbackPulse, Workleap OfficevibeThree alternatives
15Five Engage, SurveyMonkey, ThriveSparrow EngageQwen 3.7 Flash15Five Engageagainst: Qualtrics EmployeeXM15Five EngageHeldagainst: Culture AmpCulture Amp15Five Engageagainst: Engagedlyno first choiceagainst: Culture Amp, Microsoft Viva Glint, Qualtrics XM, SurveyMonkeynothing named
Three alternatives
Culture Amp, Lattice Engagement, LeapsomeTwo alternatives
Microsoft Viva Glint, Workleap OfficevibeTwo alternatives
Lattice Engagement, Microsoft Viva EngageThree alternatives
Leapsome, SurveyMonkey, Workleap OfficevibeOne alternative
Lattice EngagementKimi K215Five Engageagainst: Culture Amp, Lattice Engagement15Five EngageHeldagainst: Culture AmpCulture Amp15Five Engageagainst: Lattice Engagementno first choiceagainst: Medallia, Qualtrics EmployeeXMagainst: NationBuilder
One alternative
LeapsomeOne alternative
Lattice EngagementThree alternatives
15Five Engage, Lattice Engagement, Microsoft VivaFive alternatives
ClickUp, Google Forms, Matter, Qualtrics Free Account, Workleap OfficevibeGLM 4.7 FlashX15Five Engageagainst: Culture Amp, Lattice Engagement, Qualtrics EmployeeXMCulture AmpChangedno first choiceEngagedlyno first choicenothing named
Two alternatives
Leapsome, Workleap OfficevibeFour alternatives
15Five Engage, Lattice Engagement, ThriveSparrow Engage, Workleap OfficevibeTen alternatives
Bonusly, Google Forms, Matter, Microsoft Forms, Sogolytics, SurveyLegend, Teamflect, ThriveSparrow Engage, Workleap Officevibe, Zoho SurveyMiniMax M2.515Five Engage15Five Engage, Culture AmpChangedno first choice15Five Engageno first choicenothing named
Three alternatives
Culture Amp, Leapsome, Workleap OfficevibeThree alternatives
Lattice Engagement, Microsoft Viva Glint, ThriveSparrow EngageThree alternatives
Google Forms, Qualtrics EmployeeXM, QuizbreakerGPT-6 LunaCulture AmpCulture AmpHeldno first choice15Five Engageno first choicenothing named
Three alternatives
15Five Engage, Lattice Engagement, Workleap OfficevibeOne alternative
15Five EngageOne alternative
TeamflectMuse Glimmer 30B15Five Engage15Five EngageHeldno first choiceHappily Surveys, Windmillagainst: Lattice Engagement moduleno first choiceagainst: Sarahah
Four alternatives
Culture Amp, Leapsome, ThriveSparrow Engage, Workleap OfficevibeThree alternatives
Culture Amp, ThriveSparrow Engage, Workleap OfficevibeFour alternatives
15Five Engage, Effy AI, Google Forms, ThriveSparrow EngageBold 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.
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 | 2026-11-01 10:48 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:47 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:55 | yes | 13 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:22 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 12 | 32 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:52 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:03 | yes | 22 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:00 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:15 | yes | 5 | 21 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:36 | yes | 9 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:01 | yes | 14 | 57 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:06 | yes | 12 | 45 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:52 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:47 | yes | 9 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:33 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:17 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:39 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:37 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 5 | 32 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:49 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:45 | yes | 18 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:42 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:36 | yes | 5 | 14 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:54 | yes | 14 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:55 | yes | 22 | 82 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:17 | yes | 5 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:46 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:51 | yes | 10 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:19 | no | 0 | 2 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:25 | no | 0 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:10 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:06 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 5 | 39 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:22 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:44 | yes | 25 | 29 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:56 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:48 | no | 0 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:05 | yes | 20 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:07 | yes | 19 | 87 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:15 | yes | 10 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:27 | no | 0 | 2 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:40 | yes | 15 | 72 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:01 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:38 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:58 | yes | 11 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:48 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 9 | 30 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:03 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:03 | yes | 24 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:13 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:33 | yes | 5 | 15 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:26 | yes | 9 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:23 | yes | 13 | 34 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:31 | yes | 10 | 48 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:59 | yes | 3 | 21 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:49 | yes | 13 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:08 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:41 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:07 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:06 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 5 | 25 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:03 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:22 | yes | 19 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:04 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:34 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:48 | yes | 10 | 57 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:19 | yes | 15 | 87 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:40 | no | 0 | 28 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:13 | yes | 5 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:39 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:23 | no | 0 | 3 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:26 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:17 | no | 0 | 13 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:02 | yes | 10 | 3 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 5 | 37 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:08 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:42 | yes | 24 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:19 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:49 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:25 | yes | 25 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:06 | yes | 25 | 91 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:36 | no | 0 | 10 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:51 | no | 0 | 2 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:03 | yes | 15 | 26 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
15Five read as 15Five Engage
Gallup read as Gallup Access
Glint read as Microsoft Viva Glint
Glint (LinkedIn/Microsoft) read as Microsoft Viva Glint
Lattice read as Lattice Engagement
Officevibe read as Workleap Officevibe
Officevibe (Workleap) read as Workleap Officevibe
Officevibe (by Workleap) read as Workleap Officevibe
Officevibe (now part of Workleap) read as Workleap Officevibe
Peakon read as Workday Peakon Employee Voice
Qualtrics read as Qualtrics EmployeeXM
ThriveSparrow read as ThriveSparrow Engage
Twitter (X) read as X
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
Customer.io
Engage EX Platform
FollowLiker
GPTW
Gleam
Jarvee
Lattice Engagement module
Limeade Listening
NationBuilder
OkCupid
OneSignal
Qualtrics Free Tier
Quizbreaker
Rafflecopter
Seeking
SurveyMonkey Workplace
SurveyPlanet
Twilio Engage
YouTube Shorts
Discontinued, still offered
No shut-down product was recommended here.