Index › Onboarding and employee experience › Employee engagement surv › Small business › October 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
41%
Clear leader
41Workleap Officevibe21FeedbackPulse1415Five Engage23others
41% of first choices, clear leader.
Since September 2026▲+5Since September 2026: 40% → 45%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Workleap Officevibe held the lead, +5 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.This pageMid-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.Standing →EnterpriseCulture 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.This pageMid-marketCulture Amp37%Contested▼−6Since September 2026: 40% → 35%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseCulture 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Workleap Officevibe41%9%56endorsed leader▲+5Since September 2026: 40% → 45%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.40% → 45%
Workleap Officevibe41%9%56endorsed leader▲+5Since September 2026: 40% → 45%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.40% → 45%02
FeedbackPulse21%0%24accepted challenger▼−12Since September 2026: 33% → 20%, −12 points. Inside the 13-point floor: within noise. Read over the models both editions asked.33% → 20%
FeedbackPulse21%0%24accepted challenger▼−12Since September 2026: 33% → 20%, −12 points. Inside the 13-point floor: within noise. Read over the models both editions asked.33% → 20%03
15Five Engage14%3%39accepted challenger▲+1Since September 2026: 12% → 12%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 12%
15Five Engage14%3%39accepted challenger▲+1Since September 2026: 12% → 12%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.12% → 12%04
SurveyMonkey4%12%16accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 4%
SurveyMonkey4%12%16accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 4%Show the five products at 0%, ordered by negative rate
09Culture Amp0%64%25criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
Culture Amp0%64%25criticized 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
Lattice0%50%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Lattice0%50%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%06
TINYpulse0%7%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%
TINYpulse0%7%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%05
Bonusly0%0%16accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Bonusly0%0%16accepted 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
Connecteam0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Connecteam0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All 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 →
010203040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Workleap Officevibe41%
Workleap Officevibe41%02FeedbackPulse21%
FeedbackPulse21%0315Five Engage14%
15Five Engage14%04SurveyMonkey4%
SurveyMonkey4%05Bonusly0%
Bonusly0%06TINYpulse0%
TINYpulse0%07Connecteam0%
Connecteam0%08Lattice0%
Lattice0%09Culture Amp0%
Culture Amp0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, Llama 4 Maverick, Kimi K2, 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.
Outreach100%
8 of 8 labels negative · 8 of 14 models · 7 hard negative
“small businesses should be cautious about or avoid the following engagement platforms: 1. **Enterprise-focused sales engagement platforms** like Outreach and SalesLoft... often overkill” Mistral Small, negative prompt
SalesLoft100%
8 of 8 labels negative · 8 of 14 models · 6 hard negative
“like Outreach and SalesLoft. These are often overkill for small businesses due to complex setup, long contracts, and high per-seat costs” Mistral Small, negative prompt
Culture Amp64%
16 of 25 labels negative · 7 of 14 models · 6 hard negative
“Tools to Avoid for Small Businesses - **Culture Amp**: Enterprise-focused with high minimums” Kimi K2, paraphrase prompt
Lattice50%
9 of 18 labels negative · 6 of 14 models · 3 hard negative
“**Lattice**: Starts at $4,000 annual minimum; overkill for small teams” Kimi K2, paraphrase 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
78 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. 1015 links across 287 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 · FeedbackPulse39 answers · 70 citations · 12 models
vendor site · CultureMonkey36 answers · 57 citations · 11 models
vendor site · FirstHR35 answers · 40 citations · 11 models
vendor site · Engagedly30 answers · 35 citations · 10 models
vendor site · Betterworks30 answers · 31 citations · 11 models
27 answers · 47 citations · 11 models
vendor site · Eletive21 answers · 31 citations · 7 models
vendor site · HR Cloud20 answers · 21 citations · 8 models
20 answers · 20 citations · 7 models
vendor site · FormGrid18 answers · 18 citations · 7 models
vendor site · G216 answers · 18 citations · 9 models
14 answers · 17 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.
33 answers · 11 models
30 answers · 11 models
20 answers · 10 models
20 answers · 7 models
18 answers · 11 models
18 answers · 7 models
18 answers · 7 models
17 answers · 10 models
16 answers · 10 models
15 answers · 7 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 |
|---|---|---|---|---|---|---|---|
| Workleap workleap.com Workleap Officevibe 41% | 41% | 96 | 140 | 7 | 67,808 company | $740 | 6 |
| FeedbackPulse feedbackpulse.com | 21% | 73 | 20 | 0 | 21,184 | 4 | |
| 15Five Engage 15five.com | 14% | 78 | 0 | 32,362 | 22 | ||
| Google Forms google.com Google Forms 4%, Google Sheets 2% | 5% | 54 | 3,350,000 | 53,730 | 1,800,358,416 | $465,944 | 5 |
| SurveyMonkey surveymonkey.com | 4% | 58 | 165,000 | 2,023 | 1,683,535 | $500 | 106 |
| Nectar nectarhr.com | 2% | 137 | 246,000 | 20,852 | 14,388 | 43 | |
| CultureMonkey culturemonkey.io | 2% | 25 | 50 | 0 | 43,098 | $3 | 1 |
| Zoho parent site Zoho Survey 2% | 2% | 9 | |||||
| FormGrid formgrid.com | 2% | 5 | |||||
| Engagedly engagedly.com | 2% | 107 | 1,000 | 3 | 47,955 | 0 |
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 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 4.5Workleap OfficevibeWorkleap OfficevibeHeldWorkleap OfficevibeWorkleap Officevibeno first choiceagainst: Braze, Creatio, Hivebrite, Iterable, Maestra, Outreach, SalesLoft, Salesforce
Four alternatives
15Five Engage, Alchemer, Jotform, TINYpulseTwo alternatives
15Five Engage, FeedbackPulseFour alternatives
Assembly, BambooHR, Bonusly, NectarFour alternatives
FeedbackPulse, Jotform, QuestionPro Workforce, SurveyMonkeyGPT-5.4 miniNectar15Five EngageChangedGallup AccessSurveyMonkeyno first choicenothing named
Three alternatives
15Five Engage, Culture Amp, SurveyMonkeyThree alternatives
Culture Amp, Nectar, Workleap OfficevibeSix alternatives
15Five Engage, Bonusly, Culture Amp, Lattice, Motivosity, WorkTangoOne alternative
ConnecteamGemini 3.5 Flash15Five Engageagainst: Workleap OfficevibePollyChangedagainst: Culture Amp, Qualtrics EmployeeXMPulsewise, Workleap Officevibeagainst: LatticeFeedbackPulseagainst: Workleap OfficevibeWorkleap Officevibeagainst: Lattice, Qualtrics EmployeeXM, Workday Peakon Employee Voiceagainst: Discord, Microsoft Dynamics 365, Oracle Eloqua, Salesforce, Slack, TikTok, X, YouTube
Four alternatives
FeedbackPulse, Lattice, Teamflect, WrenlyTwo alternatives
FeedbackPulse, Workleap OfficevibeThree alternatives
15Five Engage, Bonusly, ConnecteamFour alternatives
15Five Engage, Connecteam, Google Forms, TeamflectSeven alternatives
15Five Engage, BambooHR, Deel, FeedbackPulse, Gusto, Rippling, TINYpulsePerplexity SonarWorkleap OfficevibeWorkleap OfficevibeHeldagainst: Qualtrics XMWorkleap OfficevibeWorkleap Officevibe, Zoho Surveyno first choiceagainst: Outreach, SalesLoft, Salesforce
Two alternatives
15Five Engage, SurveyMonkeyOne alternative
ThriveSparrowFive alternatives
BambooHR, Bonusly, Connecteam, Motivosity, NectarTwo alternatives
SurveyMonkey, TINYpulseGrok 4.1 FastWorkleap Officevibeagainst: Culture Amp, Jotform, SurveyMonkeyWorkleap OfficevibeHeldagainst: 15Five Engage, CultureMonkey, SurveySparrow15Five Engage, Workleap Officevibeagainst: Culture Amp, HubSpot, Intercom, LatticeFeedbackPulseagainst: Culture Amp, Google Forms, LatticeWorkleap Officevibeagainst: Braze, Facebook, Instagram, Intercom, Snapchat, TikTok, X, YouTube, Zendesk
Two alternatives
15Five Engage, FeedbackPulseOne alternative
FeedbackPulseOne alternative
BonuslyThree alternatives
15Five Engage, Connecteam, Workleap OfficevibeTwo alternatives
Culture Amp, SurveyMonkeyMistral SmallWorkleap OfficevibeFeedbackPulseChangedSurveySparrowSurveyMonkey, Workleap OfficevibeWorkleap Officevibeagainst: Qualtrics EmployeeXM, TINYpulse, Workday Peakon Employee Voiceagainst: Braze, Clubhouse, Outreach, SalesLoft, Snapchat
Two alternatives
CultureMonkey, LeapsomeTwo alternatives
Achievers, Workleap OfficevibeTwo alternatives
Engagedly, FirstHRTwo alternatives
15Five Engage, Culture AmpDeepSeek V4 FlashWorkleap Officevibeagainst: Culture AmpWorkleap OfficevibeHeldagainst: Culture Amp, Qualtrics EmployeeXM, SurveyMonkey, TypeformWorkleap Officevibeagainst: Culture Amp, LatticeFeedbackPulseagainst: Culture Amp, Qualtrics EmployeeXMFeedbackPulseagainst: Culture Amp, Microsoft Vivaagainst: Braze, Intercom, Outreach, SalesLoft, Salesforce Marketing Cloud, Zendesk
Three alternatives
15Five Engage, SurveyMonkey, TINYpulseThree alternatives
15Five Engage, FeedbackPulse, TINYpulseThree alternatives
15Five Engage, BambooHR, BonuslyTwo alternatives
Empuls, Google FormsFour alternatives
Connecteam, Factorial, TINYpulse, Workleap OfficevibeLlama 4 MaverickWorkleap OfficevibeCultureMonkey, FeedbackPulseChangedno first choiceEngagedlyno first choiceagainst: Braze, Slack
Four alternatives
15Five Engage, CultureMonkey, FeedbackPulse, LeapsomeFive alternatives
CultureMonkey, QuestionPro, SurveyMonkey, Workleap Officevibe, Zoho SurveyQwen 3.7 FlashFeedbackPulseFeedbackPulseHeldSlackFormGrid, Tally.sono first choiceagainst: Outreach, SalesLoft
Three alternatives
15Five Engage, Matter, Workleap OfficevibeOne alternative
Workleap OfficevibeTwo alternatives
Discord, Microsoft TeamsTwo alternatives
FirstHR, Zoho SurveyKimi K215Five Engage, Workleap Officevibeagainst: Culture Amp, Lattice, Leapsome15Five EngageChangedagainst: Culture Amp, Lattice, Qualtrics EmployeeXMBonuslyagainst: Culture Amp, Factorial, Qualtrics EmployeeXMFeedbackPulse, Google FormsWorkleap Officevibeagainst: Microsoft Viva Glint, Qualtrics EmployeeXMagainst: Outreach, SalesLoft, Zendesk
Three alternatives
Assembly, Tally, TypeformTwo alternatives
TINYpulse, Workleap OfficevibeThree alternatives
15Five Engage, Kudos, Workleap OfficevibeThree alternatives
15Five Engage, Microsoft Forms, Workleap OfficevibeFive alternatives
15Five Engage, Culture Amp, Google Forms, TINYpulse, TypeformGLM 4.7 FlashXWorkleap Officevibeagainst: Culture Amp, Lattice, LeapsomeWorkleap OfficevibeHeldagainst: Google FormsLattice15Five Engageno first choiceagainst: Clubhouse, Discord, Facebook, Instagram, Outreach, Pinterest, SalesLoft, Snapchat, Threads, X
Three alternatives
15Five Engage, FeedbackPulse, SurveyMonkeyOne alternative
QualarooFour alternatives
15Five Engage, Bonusly, Connecteam, Workleap OfficevibeTwo alternatives
Google Forms, Workleap OfficevibeMiniMax M2.5FeedbackPulse, Workleap Officevibe15Five Engage, Workleap OfficevibeChangedSurveySparrow, Workleap OfficevibeEffy AIagainst: Culture Amp, Lattice, Leapsomeno first choicenothing named
Three alternatives
Eletive, Lattice, QuestionPro WorkforceTwo alternatives
Empuls, Quantum WorkplaceThree alternatives
BambooHR, Bonusly, MotivosityThree alternatives
15Five Engage, Empuls, Google FormsGPT-6 Luna15Five Engage15Five EngageHeldagainst: Workleap OfficevibeHelp Scoutagainst: ZendeskGoogle Forms, Google Sheetsagainst: Workleap Officevibeno first choicenothing named
Two alternatives
Culture Amp, Workleap OfficevibeThree alternatives
Freshdesk, HubSpot Service Hub, IntercomMuse Glimmer 30BWorkleap Officevibeagainst: Culture Amp, Perceptyx, Qualtrics EmployeeXMFeedbackPulseChangedagainst: Culture AmpWorkleap – formerly OfficevibeFeedbackPulseagainst: Workleap Officevibeno first choiceagainst: Braze, Facebook, Instagram, Outreach, SalesLoft, X
Three alternatives
15Five Engage, CultureMonkey, ThriveSparrowTwo alternatives
15Five Engage, Workleap OfficevibeThree alternatives
BambooHR, Blink, BonuslyThree alternatives
Connecteam, FormGrid, TallyBold 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 08:49 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:27 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:29 | yes | 24 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:40 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:45 | yes | 23 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:44 | yes | 5 | 2 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:10 | yes | 23 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:36 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:16 | yes | 9 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:41 | yes | 12 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:20 | yes | 22 | 33 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:17 | yes | 17 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:07 | yes | 4 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:29 | yes | 15 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:28 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:00 | yes | 5 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:14 | yes | 8 | 48 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:03 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:45 | yes | 22 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:39 | yes | 8 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:39 | yes | 21 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:17 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:58 | yes | 10 | 14 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:49 | yes | 14 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:40 | yes | 23 | 147 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:44 | yes | 7 | 35 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:19 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:00 | yes | 10 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:48 | yes | 19 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:48 | yes | 8 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:17 | yes | 21 | 63 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:17 | yes | 20 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:49 | yes | 24 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:41 | yes | 10 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:41 | yes | 22 | 48 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:16 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:43 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:04 | yes | 18 | 22 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:00 | yes | 24 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:49 | yes | 5 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:50 | yes | 6 | 13 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:41 | yes | 22 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:14 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:15 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:21 | yes | 15 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:27 | yes | 18 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:26 | yes | 20 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:06 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:24 | yes | 21 | 15 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:11 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:47 | yes | 5 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:42 | yes | 14 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:51 | yes | 24 | 39 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:21 | yes | 8 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:48 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:59 | yes | 18 | 35 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:06 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:50 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:06 | yes | 12 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:30 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:03 | yes | 12 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:25 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:46 | yes | 13 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:23 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:31 | yes | 10 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:29 | yes | 5 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:04 | yes | 17 | 39 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:26 | yes | 5 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:09 | yes | 2 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:50 | yes | 14 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:37 | yes | 9 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:00 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:48 | yes | 18 | 31 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:09 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:55 | yes | 21 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:56 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:23 | yes | 23 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:00 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:52 | yes | 10 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:37 | yes | 23 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:57 | yes | 14 | 30 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:35 | yes | 12 | 33 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:39 | no | 0 | 3 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:03 | 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.
ShowHide
Category-scoped readings
15Five read as 15Five Engage
15Five (Engage module) read as 15Five Engage
Glint read as Microsoft Viva Glint
Google Forms + Looker Studio read as Google Forms
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
Twitter (now 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
ActiveCampaign
Creatio
FeedbackFISH
Glofox/Qualtrics (lite)
Google My Business
HubSpot Free CRM
Instagram Ads
Karl or Nectar
Knock
Maestra
Oracle Eloqua
SmartReach.io
Tally.so
Threads
Workleap – formerly Officevibe
Wrenly
Yesware
Discontinued, still offered
No shut-down product was recommended here.