Index › HR › Onboarding and employee experience › Employee engagement surv › Small business · November 2026 Edition
Employee engagement surveys for small business buyers
Asked as “employee engagement survey platform”, and as “employee pulse survey tool”, on behalf of a small B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
27%
Contested · 15Five Engage 21%
27Workleap Officevibe2115Five Engage14ThriveSparrow Engage38others
27% of first choices, contested.
Since October 2026▼−14Since October 2026: 41% → 27%, −14 points. Past the 13-point floor: movement.Workleap Officevibe held the lead, −14 points on 41%, 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.This pageMid-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.Standing →Enterprise
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.This pageMid-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.Standing →EnterpriseCulture 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Workleap Officevibe27%10%48accepted challenger▼−14Since October 2026: 41% → 27%, −14 points. Past the 13-point floor: movement.41% → 27%
Workleap Officevibe27%10%48accepted challenger▼−14Since October 2026: 41% → 27%, −14 points. Past the 13-point floor: movement.41% → 27%0215Five Engage21%6%53accepted challenger▲+7Since October 2026: 14% → 21%, +7 points. Inside the 13-point floor: within noise.14% → 21%
15Five Engage21%6%53accepted challenger▲+7Since October 2026: 14% → 21%, +7 points. Inside the 13-point floor: within noise.14% → 21%03ThriveSparrow Engage14%0%23accepted challenger▲+14Since October 2026: 0% → 14%, +14 points. Past the 13-point floor: movement.0% → 14%
04
FeedbackPulse9%0%15accepted challenger▼−12Since October 2026: 21% → 9%, −12 points. Inside the 13-point floor: within noise.21% → 9%
FeedbackPulse9%0%15accepted challenger▼−12Since October 2026: 21% → 9%, −12 points. Inside the 13-point floor: within noise.21% → 9%05
SurveyMonkey4%20%15accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%
SurveyMonkey4%20%15accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%06Culture Amp4%63%35criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%
Culture Amp4%63%35criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise.0% → 4%07
Bonusly2%6%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Bonusly2%6%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%08
Google Forms Lab in the set2%27%11criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%
Google Forms Lab in the set2%27%11criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%09Lattice Engagement2%48%31criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Show the two products at 0%, ordered by negative rate
11
Qualtrics EmployeeXM0%80%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Qualtrics EmployeeXM0%80%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%10
Leapsome0%15%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Leapsome0%15%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.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 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
0102T03
0405060708L09
1011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Workleap Officevibe27%
Workleap Officevibe27%0215Five Engage21%
15Five Engage21%03ThriveSparrow Engage14%
04FeedbackPulse9%
FeedbackPulse9%05SurveyMonkey4%
SurveyMonkey4%06Culture Amp4%
Culture Amp4%07Bonusly2%
Bonusly2%08Google Forms2%
Google Forms2%09Lattice Engagement2%
10Leapsome0%
Leapsome0%11Qualtrics EmployeeXM0%
Qualtrics EmployeeXM0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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.
Lattice Engagement
48%
15 of 31 labels negative · 9 of 14 models · 2 hard negative
“What to avoid on a tight budget: Lattice Engagement at $4 per seat per month but with a $4,000 annual minimum spend.” Muse Glimmer 30B, budget prompt
Culture Amp63%
22 of 35 labels negative · 8 of 14 models · 6 hard negative
“Avoid: Platforms that only offer "quote-based" pricing or large annual commitments (like Culture Amp or Lattice at very low headcounts)” Kimi K2, comparative prompt
Qualtrics EmployeeXM80%
12 of 15 labels negative · 7 of 14 models · 5 hard negative
“avoid starting with enterprise-oriented platforms such as Culture Amp or Qualtrics” Perplexity Sonar, direct prompt
Quantum Workplace80%
4 of 5 labels negative · 4 of 14 models · 2 hard negative
“What to avoid on a tight budget: ... Workleap / Quantum Workplace flat platform fees e.g. $4,999/yr minimum.” Muse Glimmer 30B, 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
72 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. 768 links across 266 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 · 42 citations · 10 models
vendor site · Lead Change Group24 answers · 40 citations · 10 models
vendor site · FeedbackPulse23 answers · 38 citations · 11 models
vendor site · FirstHR23 answers · 24 citations · 9 models
22 answers · 23 citations · 8 models
14 answers · 15 citations · 9 models
12 answers · 14 citations · 7 models
vendor site · CultureMonkey11 answers · 14 citations · 8 models
vendor site · Betterworks11 answers · 11 citations · 6 models
11 answers · 11 citations · 8 models
vendor site · Paycor10 answers · 10 citations · 8 models
10 answers · 10 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.
22 answers · 8 models
20 answers · 9 models
16 answers · 10 models
14 answers · 10 models
11 answers · 6 models
11 answers · 5 models
10 answers · 7 models
10 answers · 8 models
9 answers · 7 models
9 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| Workleap workleap.com Workleap Officevibe 27% | 27% | 81 | 140 | 7 | 67,808 company | $740 | 6 | |
| 15Five Engage 15five.com | 21% | 110 | 0 | 32,362 | 22 | |||
| ThriveSparrow thrivesparrow.com ThriveSparrow Engage 14% | 14% | 43 | 110 | 1 | 24,978 | 2 | ||
| FeedbackPulse feedbackpulse.com | 9% | 83 | 20 | 0 | 21,184 | 4 | ||
| SurveyMonkey surveymonkey.com | 4% | 64 | 165,000 | 2,023 | 1,683,535 | $500 | 106 | |
| Zoho parent site Zoho Survey 4% | 4% | 10 | ||||||
| Culture Amp cultureamp.com | 4% | 354 | 14,800 | 121 | 174,918 | 35 | 5 | |
| Bonusly bonusly.com | 2% | 200 | 14,800 | 75 | 44,595 | 21 | ||
| Microsoft Forms microsoft.com | 2% | 26 | 145,358,109 | $12,455 | 103 | |||
| Effy effy.ai Effy AI 2% | 2% | 77 | 140 | 3 | 40,950 company |
Google's top ten for the three searches hold 22 sites; 2 of them are among the sites the models cited here (matterapp.com, 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 small B2B company?”Paraphrase“Which employee pulse survey tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top engagement platforms for a small team and how do they differ?”Budget-constrained“What is the best employee engagement survey platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an employee engagement survey platform. What should we look at?”Negative“Which engagement platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5SurveyMonkeyagainst: Zoho SurveyFeedbackPulse, Workleap OfficevibeChangedno first choiceZoho Surveyno first choiceagainst: Braze, Drift, Iterable, Zendesk
Three alternatives
SurveyLegend, TINYpulse, Workleap OfficevibeOne alternative
TINYpulseFive alternatives
Assembly, CultureMonkey, FeedbackPulse, QuestionPro Workforce, Workleap OfficevibeGPT-5.4 miniIncogneato, Wotteragainst: Betterworks, Flex SurveysWorkleap OfficevibeChangedagainst: Qualtrics EmployeeXMno first choiceClarity Waveno first choicenothing named
One alternative
BenepikTwo alternatives
Culture Amp, NectarSeven alternatives
Benepik, Bonusly, Culture Amp, Incogneato, Nectar, Workvivo, WotterTwo alternatives
Incogneato, SurveyMarsGemini 3.5 FlashWorkleap Officevibeagainst: Lattice EngagementWorkleap OfficevibeHeldWorkleap OfficevibeWorkleap Officevibeagainst: Culture Amp, Lattice Engagement, Qualtrics EmployeeXMWorkleap Officevibeagainst: Culture Amp, Lattice Engagementagainst: Adobe Experience Platform, Oracle Eloqua, Salesforce Marketing Cloud
Five alternatives
15Five Engage, BambooHR, Gusto, Leapsome, RipplingThree alternatives
15Five Engage, Leapsome, PollySix alternatives
15Five Engage, Bonusly, CultureBot, Donut, Lattice Engagement, PollyFour alternatives
Connecteam, Google Forms, Microsoft Forms, SurveySparrowFive alternatives
BambooHR, Empuls, Gusto, Leapsome, RipplingPerplexity Sonar15Five Engageagainst: Culture Amp, Qualtrics EmployeeXMWorkleap OfficevibeChangedagainst: Google FormsBonuslyagainst: Brevo, Culture Amp, Lattice EngagementThriveSparrow Engageagainst: Workleap Officevibeno first choicenothing named
One alternative
Workleap OfficevibeThree alternatives
15Five Engage, Matter, ThriveSparrow EngageThree alternatives
15Five Engage, Connecteam, Workleap OfficevibeTwo alternatives
15Five Engage, Zoho SurveyGrok 4.20Workleap Officevibeagainst: 15Five Engage, Culture Amp, Gallup Access, Google Forms, Lattice Engagement, Leapsome, Qualtrics EmployeeXM, SurveyMonkeyThriveSparrow EngageChangedagainst: Culture Amp, Qualtrics EmployeeXMWorkleap Officevibeagainst: Culture Amp, Lattice EngagementGoogle Forms, Microsoft Formsagainst: 15Five Engage, Bonusly, Culture Amp, Lattice Engagement, LeapsomeWorkleap Officevibeagainst: Culture Amp, Qualtrics EmployeeXMagainst: Discord, Facebook, Instagram, LinkedIn, Reddit, Telegram, TikTok, WhatsApp, X, YouTube
Two alternatives
FeedbackPulse, ThriveSparrow EngageFive alternatives
15Five Engage, Lattice Engagement, Microsoft Viva Glint, SurveySparrow, Workleap OfficevibeFour alternatives
15Five Engage, Bonusly, Connecteam, LeapsomeTwo alternatives
Happily Surveys, Workleap OfficevibeFour alternatives
15Five Engage, Jotform, Leapsome, SogolyticsMistral SmallSurveyMonkey15Five Engage, FeedbackPulseChangedWorkleap OfficevibeEngagedlyno first choiceagainst: Birdeye, Salesforce Service Cloud
Three alternatives
PeopleGoal, Teamflect, Workleap OfficevibeOne alternative
Microsoft Viva GlintFive alternatives
15Five Engage, Bonusly, Culture Amp, Lattice Engagement, MatterThree alternatives
15Five Engage, ThriveSparrow Engage, Workleap OfficevibeDeepSeek V4 Flash15Five Engageagainst: Culture Amp15Five EngageHeldagainst: Culture Amp, Qualtrics EmployeeXMWorkleap Officevibeagainst: Culture Amp, Lattice EngagementThriveSparrow Engageagainst: Culture Amp, Lattice Engagement, Qualtrics EmployeeXM, Quantum Workplace, Workleap OfficevibeThriveSparrow Engageagainst: Culture Amp, Lattice Engagement, Qualtrics EmployeeXM, Workleap Officevibeagainst: Hootsuite, HubSpot, Outreach, SalesLoft, Sprout Social
Three alternatives
SurveyMonkey, ThriveSparrow Engage, Workleap OfficevibeThree alternatives
FeedbackPulse, ThriveSparrow Engage, Workleap OfficevibeFive alternatives
15Five Engage, Bonusly, Connecteam, Leapsome, NectarThree alternatives
15Five Engage, Effy AI, SurveyMonkeyThree alternatives
15Five Engage, FeedbackPulse, Small ImprovementsLlama 4 MaverickWorkleap OfficevibeFeedbackPulseChangedBonuslyThriveSparrow Engageno first choicenothing named
Two alternatives
15Five Engage, LeapsomeThree alternatives
15Five Engage, Culture Amp, ThriveSparrow EngageTen alternatives
Achievers, Assembly, ClearCo, Culture Amp, CultureMonkey, Lattice Engagement, Motivosity, Nectar, Perkbox, WorkTangoThree alternatives
15Five Engage, FeedbackPulse, LeapsomeQwen 3.7 Flash15Five Engage15Five Engage, Workleap OfficevibeChangedagainst: Jotform, SurveyMonkeyWorkleap Officevibeagainst: Culture Amp, MotivosityFeedbackPulseagainst: 15Five Engage, Culture Amp, Lattice Engagement, Microsoft Viva Glint, Qualtrics EmployeeXM15Five Engage, Lattice Engagementagainst: Culture Amp, Google Forms, Microsoft Viva Glint, Qualtrics EmployeeXM, SurveyMonkeyagainst: ActiveCampaign, Constant Contact, Hootsuite, HubSpot, Mailchimp, Outreach, SalesLoft, Salesforce, Sprout Social, Wishpond, Zoho Campaigns
Two alternatives
Leapsome, Workleap OfficevibeOne alternative
FeedbackPulseFour alternatives
15Five Engage, Connecteam, Lattice Engagement, MentimeterTwo alternatives
Google Forms, ThriveSparrow EngageThree alternatives
Betterteam, TINYpulse, Workleap OfficevibeKimi K215Five Engage, FeedbackPulseagainst: Culture Amp, Quantum WorkplaceWorkleap OfficevibeChangedagainst: Culture Amp15Five Engage, Bonuslyagainst: Culture Amp, Lattice Engagement, LeapsomeHappily.ai, Zoho SurveyCulture Ampnothing named
Two alternatives
SurveyMonkey, Workleap OfficevibeTwo alternatives
15Five Engage, FeedbackPulseOne alternative
DonutOne alternative
PeopleGoalFour alternatives
15Five Engage, Leapsome, ThriveSparrow Engage, Workleap OfficevibeGLM 4.7 FlashXWorkleap Officevibe15Five EngageChangedagainst: Workleap Officevibe15Five Engage, Bonuslyagainst: Culture Amp, Kudos, Quantum WorkplaceThriveSparrow Engageagainst: Lattice Engagementno first choiceagainst: Gong, Outreach, SalesLoft
Four alternatives
15Five Engage, Lattice Engagement, Motivosity, ThriveSparrow EngageTwo alternatives
Matter, ThriveSparrow EngageSeven alternatives
Connecteam, Lattice Engagement, Leapsome, Motivosity, ThriveSparrow Engage, WorkTango, Workleap OfficevibeFive alternatives
15Five Engage, Bonusly, Google Forms, Leapsome, Microsoft FormsMiniMax M2.5Workleap Officevibeagainst: Culture Amp, Lattice EngagementThriveSparrow EngageChangedBonuslyEffy AICulture Ampagainst: Qualtrics EmployeeXM, SurveyMonkey Engagenothing named
One alternative
SurveyMonkeyFour alternatives
15Five Engage, Matter, SurveyMonkey, Workleap OfficevibeFour alternatives
15Five Engage, Connecteam, Lattice Engagement, Workleap OfficevibeTwo alternatives
15Five Engage, ThriveSparrow EngageFour alternatives
15Five Engage, Enalyzer, Lattice Engagement, TINYpulseGPT-6 Luna15Five Engage15Five EngageHeldno first choice15Five Engageno first choicenothing named
Two alternatives
Culture Amp, Lattice EngagementTwo alternatives
Microsoft Forms, Zoho PeopleMuse Glimmer 30BWorkleap OfficevibeThriveSparrow EngageChangedWorkleap OfficevibeBonuslyagainst: Lattice Engagement, Quantum Workplace, Workleap Officevibeno first choicenothing named
Three alternatives
15Five Engage, Bonusly, ThriveSparrow EngageTwo alternatives
15Five Engage, FeedbackPulseSix alternatives
15Five Engage, Awardco, Bonusly, Lattice Engagement, Matter, TINYpulseSix alternatives
15Five Engage, Effy AI, Matter, SurveyMonkey, Tap My Back, 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 09:18 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:56 | yes | 1 | 11 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 12:02 | yes | 10 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:09 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 31 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:04 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:03 | yes | 23 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:39 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:27 | yes | 11 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:55 | yes | 10 | 47 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:33 | yes | 21 | 64 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:53 | yes | 5 | 55 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:22 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:56 | yes | 10 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:21 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:43 | yes | 4 | 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 10:53 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:59 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 5 | 29 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:32 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:24 | yes | 22 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:49 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:38 | yes | 5 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:16 | yes | 15 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:55 | yes | 20 | 51 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:07 | yes | 8 | 33 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:35 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:45 | yes | 10 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:27 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:51 | yes | 3 | 7 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 08:43 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:55 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 10 | 29 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:56 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:03 | yes | 24 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:40 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:44 | yes | 10 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:50 | yes | 19 | 53 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:59 | yes | 19 | 63 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:09 | yes | 13 | 58 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:20 | no | 0 | 2 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:19 | yes | 14 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:25 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:33 | yes | 3 | 4 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 10:30 | yes | 12 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:13 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 10 | 51 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:16 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:57 | yes | 23 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:55 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:03 | yes | 10 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:51 | yes | 5 | 16 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:44 | yes | 9 | 21 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:07 | yes | 5 | 14 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:15 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:35 | yes | 13 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:13 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:07 | no | 0 | 5 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 09:53 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:53 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 5 | 33 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:53 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:56 | yes | 23 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:02 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:23 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:55 | yes | 14 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:00 | yes | 13 | 95 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:23 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:22 | yes | 1 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:49 | yes | 13 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:35 | yes | 20 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:05 | no | 0 | 4 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 12:00 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:38 | yes | 10 | 3 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 10 | 52 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:58 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:16 | yes | 24 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:07 | yes | 10 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:18 | yes | 24 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:55 | yes | 25 | 46 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:54 | yes | 25 | 67 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:32 | no | 0 | 35 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:51 | yes | 2 | 10 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:00 | yes | 15 | 18 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
15Five (Engage Tier) read as 15Five Engage
15Five (Engage module) read as 15Five Engage
15Five (Engage plan) read as 15Five Engage
15Five (Engage) read as 15Five Engage
Gallup read as Gallup Access
Glint 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 Workleap) read as Workleap Officevibe
Peakon read as Workday Peakon Employee Voice
Qualtrics read as Qualtrics EmployeeXM
QuestionPro read as QuestionPro Workforce
ThriveSparrow read as ThriveSparrow Engage
Workleap read as Workleap Officevibe
Workleap (Officevibe) read as Workleap Officevibe
Workleap (formerly Officevibe) read as Workleap Officevibe
Unresolved, counted raw
Adobe Experience Platform (Marketo Enterprise)
Clarity Wave
Constant Contact
ConvertKit
CultureBot
Happily
Matter Surveys
Oracle Eloqua
SocialPilot
SurveyMonkey Engage
Wishpond
Zoho Campaigns
Discontinued, still offered
No shut-down product was recommended here.