Index › HR › Onboarding and employee experience › Employee engagement surv › Enterprise · November 2026 Edition
Employee engagement surveys for enterprise buyers
Asked as “employee engagement survey platform”, and as “employee pulse survey tool”, on behalf of an enterprise B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
40%
Contested · Qualtrics EmployeeXM 25%
40Culture Amp25Qualtrics EmployeeXM08Microsoft Viva Glint28others
40% of first choices, contested.
Since October 2026▲+11Since October 2026: 29% → 40%, +11 points. Inside the 13-point floor: within noise.Culture Amp held the lead, +11 points on 29%, 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 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.Standing →Enterprise
Culture Amp40%Contested▲+11Since October 2026: 29% → 40%, +11 points. Inside the 13-point floor: within noise.This page
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.Standing →EnterpriseCulture Amp40%Contested▲+11Since October 2026: 29% → 40%, +11 points. Inside the 13-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Culture Amp40%11%56endorsed leader▲+11Since October 2026: 29% → 40%, +11 points. Inside the 13-point floor: within noise.29% → 40%
Culture Amp40%11%56endorsed leader▲+11Since October 2026: 29% → 40%, +11 points. Inside the 13-point floor: within noise.29% → 40%02
Qualtrics EmployeeXM25%16%56accepted challenger▲+5Since October 2026: 20% → 25%, +5 points. Inside the 13-point floor: within noise.20% → 25%
Qualtrics EmployeeXM25%16%56accepted challenger▲+5Since October 2026: 20% → 25%, +5 points. Inside the 13-point floor: within noise.20% → 25%03
Microsoft Viva Glint8%0%36accepted challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 13-point floor: within noise.4% → 8%
Microsoft Viva Glint8%0%36accepted challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 13-point floor: within noise.4% → 8%04
Workday Peakon Employee Voice8%5%39accepted challenger▼−10Since October 2026: 18% → 8%, −10 points. Inside the 13-point floor: within noise.18% → 8%
Workday Peakon Employee Voice8%5%39accepted challenger▼−10Since October 2026: 18% → 8%, −10 points. Inside the 13-point floor: within noise.18% → 8%0515Five Engage6%22%23accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 13-point floor: within noise.0% → 6%
15Five Engage6%22%23accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 13-point floor: within noise.0% → 6%06Lattice Engagement4%17%29accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%
07
Perceptyx2%18%17accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Perceptyx2%18%17accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 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 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
0102030405L06
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Culture Amp40%
Culture Amp40%02Qualtrics EmployeeXM25%
Qualtrics EmployeeXM25%03Microsoft Viva Glint8%
Microsoft Viva Glint8%04Workday Peakon Employee Voice8%
Workday Peakon Employee Voice8%0515Five Engage6%
15Five Engage6%06Lattice Engagement4%
07Perceptyx2%
Perceptyx2%What they warned about
Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Kimi K2 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.
Qualtrics EmployeeXM16%
9 of 56 labels negative · 8 of 14 models · 3 hard negative
“Avoid Qualtrics and Culture Amp if "predictable total cost across thousands of users" is a hard requirement” Kimi K2, budget prompt
Culture Amp11%
6 of 56 labels negative · 6 of 14 models · 1 hard negative
“Avoid Qualtrics and Culture Amp if "predictable total cost across thousands of users" is a hard requirement” Kimi K2, budget prompt
SalesLoft83%
5 of 6 labels negative · 5 of 14 models · 2 hard negative
“An August 2025 OAuth supply-chain attack used stolen OAuth tokens from the Salesloft Drift app to pull data out of corporate Salesforce instances.” Claude Haiku 4.5, negative prompt
15Five Engage22%
5 of 23 labels negative · 5 of 14 models · 1 hard negative
“often prohibitively expensive and may require higher tiers for enterprise features” Kimi K2, 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
73 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. 909 links across 334 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 · ThriveSparrow28 answers · 32 citations · 11 models
vendor site · CultureMonkey20 answers · 32 citations · 11 models
vendor site · Sogolytics17 answers · 23 citations · 8 models
vendor site · Assessmentcloud15 answers · 33 citations · 7 models
vendor site · FeedbackPulse15 answers · 24 citations · 9 models
vendor site · inFeedo15 answers · 20 citations · 10 models
12 answers · 18 citations · 5 models
vendor site · Lead Change Group12 answers · 15 citations · 7 models
vendor site · Xoxoday12 answers · 13 citations · 8 models
vendor site · Paycor12 answers · 12 citations · 9 models
9 answers · 9 citations · 5 models
vendor site · G28 answers · 16 citations · 4 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.
17 answers · 9 models
14 answers · 7 models
12 answers · 9 models
11 answers · 8 models
10 answers · 6 models
8 answers · 7 models
8 answers · 4 models
8 answers · 8 models
7 answers · 5 models
7 answers · 6 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 | 40% | 354 | 14,800 | 121 | 174,918 | 35 | 5 | |
| Qualtrics qualtrics.com Qualtrics EmployeeXM 25% | 25% | 96 | 135,000 | 4,637 | 1,028,410 company | $21 | 66 | 2 |
| Microsoft Viva Glint microsoft.com | 8% | 44 | 210 | 9 | 145,358,109 | $12,455 | 103 | |
| Workday Peakon workday.com Workday Peakon Employee Voice 8% | 8% | 38 | 170 | 0 | 2,213,450 company | 80 | ||
| 15Five Engage 15five.com | 6% | 110 | 0 | 32,362 | 22 | |||
| Lattice lattice.com Lattice Engagement 4% | 4% | 75 | 90,500 | 13,900 | 122,123 company | $1,328 | 120 | 9 |
| Workleap workleap.com Workleap Officevibe 4% | 4% | 81 | 140 | 7 | 67,808 company | $740 | 6 | |
| Perceptyx perceptyx.com | 2% | 23 | 7 | |||||
| FeedbackPulse feedbackpulse.com | 2% | 83 | 20 | 0 | 21,184 | 4 | ||
| People Element peopleelement.com | 2% | 3 |
Google's top ten for the three searches hold 22 sites; 1 of them are among the sites the models cited here (g2.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 an enterprise B2B company?”Paraphrase“Which employee pulse survey tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade engagement platforms and how do they differ?”Budget-constrained“What is the best employee engagement survey platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an employee engagement survey platform. What should we look at?”Negative“Which engagement platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Culture AmpWorkday Peakon Employee VoiceChangedno first choiceWorkleap Officevibeno first choiceagainst: Drift, Groove, Reply, SalesLoft
Three alternatives
15Five Engage, CultureMonkey, Qualtrics XMTwo alternatives
Culture Amp, Qualtrics EmployeeXMThree alternatives
Microsoft Viva Glint, Qualtrics EmployeeXM, Workday Peakon Employee VoiceGPT-5.4 miniQualtrics EmployeeXMQualtrics EmployeeXMHeldAdobe15Five Engage, Culture Ampagainst: Qualtrics EmployeeXMno first choicenothing named
Three alternatives
Culture Amp, WorkTango, WorkvivoFour alternatives
Culture Amp, CultureMonkey, Perceptyx, WorkTangoFive alternatives
Braze, Oracle, Salesforce, Sprinklr, Twilio SegmentGemini 3.5 FlashCulture AmpCulture AmpHeldQualtrics EmployeeXMPerceptyxagainst: Culture Amp, Qualtrics EmployeeXMQualtrics EmployeeXMagainst: HubSpot, IBM, Klaviyo, Mailchimp, Oracle, SAP
Four alternatives
Lattice Engagement, Microsoft Viva Glint, Qualtrics EmployeeXM, Workday Peakon Employee VoiceThree alternatives
Microsoft Viva Glint, Qualtrics EmployeeXM, Workday Peakon Employee VoiceTwo alternatives
Culture Amp, Workday Peakon Employee VoiceTwo alternatives
Microsoft Viva Glint, Workday Peakon Employee VoiceFour alternatives
Culture Amp, Lattice Engagement, Microsoft Viva Glint, PerceptyxPerplexity SonarCulture AmpQualtrics EmployeeXMChangedCulture Ampagainst: 15Five EngageMicrosoft Viva Glintagainst: Culture Amp, Lattice Engagement, Qualtrics EmployeeXMno first choiceagainst: Apollo.io, Braze, Drift, Mixmax, Outreach, Reply, SalesLoft, Workvivo
Three alternatives
Microsoft Viva Glint, Qualtrics EmployeeXM, Workday Peakon Employee VoiceTwo alternatives
Culture Amp, Workday Peakon Employee VoiceSix alternatives
Lattice Engagement, Leapsome, Microsoft Viva Glint, Qualtrics EmployeeXM, Workday Peakon Employee Voice, WorkhumanOne alternative
15Five EngageGrok 4.20Culture Ampagainst: Gallup AccessCulture AmpHeldno first choiceMicrosoft Viva Glintagainst: 15Five Engage, Culture Amp, Lattice Engagement, Workday Peakon Employee Voice, Workleap Officevibeno first choiceagainst: ChatGPT, Discord, Signal, Slack, Telegram, WeChat, WhatsApp
Two alternatives
Perceptyx, Qualtrics EmployeeXMFive alternatives
15Five Engage, Lattice Engagement, Microsoft Viva Glint, Qualtrics EmployeeXM, Workday Peakon Employee VoiceTwo alternatives
Perceptyx, Qualtrics EmployeeXMFive alternatives
Culture Amp, Microsoft Viva Glint, Qualtrics EmployeeXM, Sogolytics, Workday Peakon Employee VoiceMistral SmallCulture Amp, Qualtrics EmployeeXMCulture Amp, Workday Peakon Employee VoiceChangedno first choiceLattice Engagementagainst: 15Five Engage, Culture Ampno first choiceagainst: Amplitude, Apollo.io, Outreach, Qualtrics EmployeeXM, Salesforce Sales Engagement
Two alternatives
15Five Engage, Workday Peakon Employee VoiceDeepSeek V4 FlashCulture AmpCulture AmpHeldno first choiceMicrosoft Viva Glintagainst: Honestly, Lattice Engagement, Perceptyx, Qualtrics EmployeeXM, Quantum Workplaceno first choiceagainst: Qualtrics EmployeeXMagainst: Drift, SalesLoft
Four alternatives
Microsoft Viva Glint, Perceptyx, Qualtrics EmployeeXM, Workday Peakon Employee VoiceOne alternative
Qualtrics EmployeeXMTwo alternatives
Culture Amp, People InsightTwo alternatives
Culture Amp, Microsoft Viva GlintLlama 4 MaverickCulture AmpWorkday Peakon Employee VoiceChangedno first choiceCulture Ampno first choiceagainst: Outreach, SalesLoft
Three alternatives
Microsoft Viva Glint, Qualtrics EmployeeXM, Workday Peakon Employee VoiceOne alternative
Qualtrics EmployeeXMThree alternatives
15Five Engage, Lattice Engagement, ThriveSparrow EngageQwen 3.7 FlashQualtrics EmployeeXMQualtrics EmployeeXMHeldno first choiceSphinx Analyticsno first choiceagainst: Qualtrics EmployeeXM
Five alternatives
Culture Amp, Microsoft Viva, Microsoft Viva Glint, ServiceNow Workforce Experience, Workday PulseThree alternatives
Culture Amp, Microsoft Viva Glint, Workday Peakon Employee VoiceFour alternatives
Culture Amp, Microsoft Viva, Qualtrics EmployeeXM, WorkTangoKimi K2Microsoft Viva GlintQualtrics EmployeeXM, Workday Peakon Employee VoiceChangedQualtrics EmployeeXMPeople Elementagainst: 15Five Engage, Culture Amp, Lattice Engagement, Leapsome, Perceptyx, Qualtrics EmployeeXMno first choiceagainst: Epicor, Infor
Three alternatives
Culture Amp, Perceptyx, Qualtrics EmployeeXMTwo alternatives
Microsoft Viva Glint, PerceptyxFour alternatives
Culture Amp, Lattice Engagement, Microsoft Viva Glint, Workday Peakon Employee VoiceTwo alternatives
Microsoft Viva Glint, Quantum WorkplaceGLM 4.7 FlashXCulture AmpCulture AmpHeldno first choice15Five Engage, Lattice Engagementno first choicenothing named
Four alternatives
Microsoft Viva Glint, Perceptyx, Qualtrics EmployeeXM, Workday Peakon Employee VoiceTwo alternatives
CultureMonkey, Microsoft Viva GlintSeven alternatives
15Five Engage, Achievers, Lattice Engagement, Microsoft Viva, Qualtrics EmployeeXM, Workday Peakon Employee Voice, WorkhumanFive alternatives
Culture Amp, Qualtrics EmployeeXM, Quantum Workplace, Workday Peakon Employee Voice, Xoxoday EmpulsMiniMax M2.5Culture Amp, Qualtrics EmployeeXMCulture Amp, Qualtrics EmployeeXMHeldCulture AmpWorkleap Officevibeagainst: 15Five Engage, Lattice Engagementno first choiceagainst: Apollo.io, Outreach, SalesLoft
Two alternatives
Microsoft Viva Glint, Workday Peakon Employee VoiceThree alternatives
Microsoft Viva Glint, Perceptyx, Workday Peakon Employee VoiceTwo alternatives
Qualtrics EmployeeXM, WorkhumanThree alternatives
Culture Amp, Porsline, Qualtrics EmployeeXMGPT-6 LunaCulture AmpCulture AmpHeldno first choice15Five Engageno first choicenothing named
Three alternatives
Microsoft Viva Glint, Qualtrics EmployeeXM, Workday Peakon Employee VoiceThree alternatives
Microsoft Viva Glint, Qualtrics EmployeeXM, Workday Peakon Employee VoiceOne alternative
Lattice EngagementMuse Glimmer 30BCulture Amp, Qualtrics EmployeeXMQualtrics EmployeeXMChangedno first choiceFeedbackPulseagainst: Culture Amp, Perceptyx, Qualtrics EmployeeXM, Workday Peakon Employee VoiceCulture Amp, Qualtrics EmployeeXMagainst: Apollo.io, TikTok, X, ZoomInfo
Three alternatives
Microsoft Viva Glint, Perceptyx, Workday Peakon Employee VoiceThree alternatives
Culture Amp, Microsoft Viva Glint, Workday Peakon Employee VoiceEight alternatives
Culture Amp, Lattice Engagement, Microsoft Viva, Qualtrics EmployeeXM, Workday Peakon Employee Voice, Workvivo, eXo Platform, inFeedoThree alternatives
15Five Engage, Lattice Engagement, PeoplelyticsBold 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 12:20 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:56 | yes | 3 | 5 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 10:12 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:45 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 10 | 36 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:41 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:11 | yes | 25 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:21 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:30 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:56 | yes | 19 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:56 | yes | 25 | 33 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:51 | yes | 10 | 29 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:21 | yes | 5 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:49 | yes | 13 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:18 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:53 | yes | 4 | 4 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 10:02 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:19 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 5 | 33 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:15 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:40 | yes | 23 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:18 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:48 | yes | 9 | 42 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:42 | yes | 14 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:16 | yes | 19 | 70 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:47 | yes | 15 | 31 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:43 | yes | 4 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:45 | yes | 12 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:48 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:17 | yes | 5 | 13 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 09:36 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:23 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 5 | 39 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:29 | yes | 13 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:39 | yes | 24 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:47 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:44 | yes | 10 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:57 | yes | 20 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:03 | yes | 24 | 104 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:59 | yes | 14 | 66 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:57 | yes | 7 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:32 | yes | 15 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:07 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:38 | yes | 4 | 10 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 11:52 | yes | 12 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:52 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 24 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:22 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:40 | yes | 25 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:30 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:49 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:14 | yes | 18 | 69 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:58 | yes | 25 | 67 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:53 | yes | 5 | 44 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:21 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:56 | yes | 19 | 35 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:44 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:03 | no | 0 | 7 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 12:21 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:37 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:03 | yes | 14 | 39 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:58 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:55 | yes | 23 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:20 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:33 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:28 | yes | 10 | 87 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:44 | yes | 20 | 49 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:49 | no | 0 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:51 | yes | 4 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:05 | yes | 12 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:42 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:48 | yes | 4 | 6 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 08:48 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:00 | yes | 10 | 14 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 15 | 30 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:52 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:36 | yes | 24 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:41 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:25 | yes | 15 | 100 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:56 | yes | 25 | 43 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:08 | yes | 25 | 72 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:55 | yes | 14 | 55 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:15 | yes | 3 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:10 | yes | 23 | 27 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 (Gusto) read as Microsoft Viva Glint
Glint (Microsoft Viva) read as Microsoft Viva Glint
Glint (Microsoft) read as Microsoft Viva Glint
Glint (now LinkedIn Employee Insight) read as Microsoft Viva Glint
Lattice read as Lattice Engagement
Officevibe read as Workleap Officevibe
Peakon read as Workday Peakon Employee Voice
Peakon (Workday) read as Workday Peakon Employee Voice
Qualtrics read as Qualtrics EmployeeXM
Qualtrics (PeopleXM) read as Qualtrics EmployeeXM
QuestionPro read as QuestionPro Workforce
SogoEX read as Sogolytics
ThriveSparrow read as ThriveSparrow Engage
Workday Peakon read as Workday Peakon Employee Voice
Workday Peakon (Employee Voice) read as Workday Peakon Employee Voice
Workday Peakon (formerly Peakon) read as Workday Peakon Employee Voice
Workleap read as Workleap Officevibe
Workleap (formerly Officevibe) read as Workleap Officevibe
Unresolved, counted raw
Agentforce 360
Amplitude
Best Companies Group
Digia Engage
Ennova Platform
Epicor
Forsta
GloboForce
Netigate
Oracle B2C Service
People Insight
Peoplelytics
Plotline
Salesforce Sales Engagement
ServiceNow Workforce Experience
Sphinx Analytics
Threema Work
Twilio Segment
WebEngage
Wire
Workday Pulse
Discontinued, still offered
No shut-down product was recommended here.