Index › HR › Onboarding and employee experience › Employee engagement surv › Enterprise · September 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. 43 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
30%
Contested · Qualtrics EmployeeXM 23%
30Culture Amp23Qualtrics EmployeeXM21Workday Peakon Employee Voice26others
30% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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 ten head-to-head pages: the top five products, each against each
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 →
01
02
03
04
05L06
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Culture Amp30%
Culture Amp30%02Qualtrics EmployeeXM23%
Qualtrics EmployeeXM23%03Workday Peakon Employee Voice21%
Workday Peakon Employee Voice21%04CultureMonkey7%
CultureMonkey7%05Microsoft Viva Glint5%
Microsoft Viva Glint5%06Lattice Engagement2%
What they warned about
Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Qualtrics EmployeeXM21%
8 of 38 labels negative · 6 of 12 models · 3 hard negative
“The Trap to Avoid: Qualtrics EX ... it is generally not recommended if your primary goal is predictable, simplified TCO.” Gemini 3.5 Flash, budget prompt
Culture Amp12%
5 of 41 labels negative · 5 of 12 models · 1 hard negative
“Why You Should Avoid "Enterprise Giants" (e.g., Qualtrics, Culture Amp)” GLM 4.7 FlashX, budget prompt
Workday Peakon Employee Voice11%
4 of 36 labels negative · 4 of 12 models
“Tools like Workday Peakon are excellent, but they often require a Workday HCM commitment... This isn't a "avoid" but a "evaluate carefully."” DeepSeek V4 Flash, negative prompt
Discord100%
3 of 3 labels negative · 3 of 12 models · 2 hard negative
“High-Risk Categories to Avoid or Scrutinize... Consumer-Grade or Small-Business Tools (e.g., Basic Discord, Skool, or Free-Tier Community Platforms)” Grok 4.20, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
65 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 1018 links across 320 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · CultureMonkey35 answers · 65 citations · 11 models
vendor site · FeedbackPulse30 answers · 38 citations · 11 models
19 answers · 21 citations · 10 models
16 answers · 18 citations · 8 models
vendor site · Engagedly16 answers · 17 citations · 9 models
vendor site · Happily.ai16 answers · 17 citations · 9 models
16 answers · 16 citations · 10 models
vendor site · ThriveSparrow15 answers · 18 citations · 8 models
vendor site · Vantage Circle15 answers · 15 citations · 6 models
vendor site · G213 answers · 18 citations · 8 models
vendor site · The Happiness Index12 answers · 13 citations · 8 models
vendor site · Workhuman12 answers · 12 citations · 5 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.
23 answers · 11 models
19 answers · 10 models
16 answers · 9 models
15 answers · 8 models
14 answers · 9 models
14 answers · 8 models
13 answers · 7 models
11 answers · 10 models
11 answers · 5 models
10 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 | 30% | 354 | 14,800 | 121 | 174,918 | 35 | 5 | |
| Qualtrics qualtrics.com Qualtrics EmployeeXM 23%, Qualtrics XM 5% | 28% | 96 | 135,000 | 4,637 | 1,028,410 company | $21 | 66 | 2 |
| Workday Peakon workday.com Workday Peakon Employee Voice 21% | 21% | 38 | 170 | 0 | 2,213,450 company | 80 | ||
| CultureMonkey culturemonkey.io | 7% | 10 | 50 | 0 | 43,098 | $3 | 1 | |
| Microsoft Viva Glint microsoft.com | 5% | 44 | 210 | 9 | 145,358,109 | $12,455 | 103 | |
| Workleap workleap.com Workleap Officevibe 5% | 5% | 81 | 140 | 7 | 67,808 company | $740 | 6 | |
| Lattice lattice.com Lattice Engagement 2% | 2% | 75 | 90,500 | 13,900 | 122,123 company | $1,328 | 120 | 9 |
| 15Five Engage 15five.com | 2% | 110 | 0 | 32,362 | 22 | |||
| Braze braze.com | 0% | 6 | 27,100 | 6,395 | 55,552 | $13,112 | 59 | |
| Betterworks betterworks.com | 0% | 220 | 3,600 | 21 | 12,379 | 0 |
Google's top ten for the three searches hold 22 sites; 2 of them are among the sites the models cited here (g2.com, selectsoftwarereviews.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 4.5Qualtrics XMQualtrics EmployeeXMChangedno first choiceCulture Ampno first choicenothing named
Five alternatives
Culture Amp, CultureMonkey, Lattice Engagement, Leapsome, Workday Peakon Employee VoiceTwo alternatives
Lattice Engagement, Workday Peakon Employee VoiceThree alternatives
Lattice Engagement, Microsoft Viva Glint, Workday Peakon Employee VoiceGPT-5.4 miniQualtrics EmployeeXMQualtrics EmployeeXMHeldAdobe Journey Optimizer, Braze, Salesforce Marketing Cloudagainst: KlaviyoQualtrics EmployeeXMagainst: Culture Amp, Lattice Engagementno first choicenothing named
Three alternatives
Culture Amp, Microsoft Viva Glint, Workday Peakon Employee VoiceTwo alternatives
Culture Amp, WorkTangoTwo alternatives
Iterable, Oracle Responsys / Oracle CX MarketingGemini 3.5 FlashCulture AmpCulture AmpHeldCulture AmpMicrosoft Viva Glintagainst: Qualtrics EmployeeXMCulture Ampagainst: Qualtrics EmployeeXMagainst: Discord, Reddit, TikTok, X
Four alternatives
Lattice Engagement, Microsoft Viva Glint, Qualtrics EmployeeXM, Workday Peakon Employee VoiceFour alternatives
CultureMonkey, Microsoft Viva Glint, Qualtrics EmployeeXM, Workday Peakon Employee VoiceThree alternatives
Lattice Engagement, Qualtrics EmployeeXM, WorkvivoTwo alternatives
Culture Amp, Workday Peakon Employee VoiceTwo alternatives
Microsoft Viva Glint, Workday Peakon Employee VoicePerplexity SonarQualtrics EmployeeXMQualtrics EmployeeXM, Workday Peakon Employee VoiceChangedCulture Amp, Qualtrics EmployeeXMWorkday Peakon Employee Voiceagainst: Culture Ampno first choiceagainst: Bonusly, Kudos, Nectar
Four alternatives
Culture Amp, CultureMonkey, Microsoft Viva Glint, Workday Peakon Employee VoiceTwo alternatives
Culture Amp, CultureMonkeyThree alternatives
Microsoft Viva Glint, Workday Peakon Employee Voice, WorkhumanOne alternative
Qualtrics EmployeeXMGrok 4.20Qualtrics EmployeeXMWorkday Peakon Employee VoiceChangedno first choice15Five Engageagainst: Culture Amp, Microsoft Viva Glint, Qualtrics EmployeeXM, Workday Peakon Employee Voice, Workleap Officevibeno first choiceagainst: Discord, Skool
Three alternatives
Culture Amp, Medallia, Workday Peakon Employee VoiceThree alternatives
Culture Amp, Microsoft Viva Glint, Qualtrics EmployeeXMTwo alternatives
Lattice Engagement, LeapsomeThree alternatives
Culture Amp, Lattice Engagement, Qualtrics XMMistral SmallQualtrics EmployeeXM, Workday Peakon Employee VoiceCulture AmpChangedno first choiceWorkleap Officevibeno first choicenothing named
Two alternatives
Culture Amp, CultureMonkeyThree alternatives
CultureMonkey, Qualtrics EmployeeXM, Workday Peakon Employee VoiceTwo alternatives
Assessmentcloud, HonestlyDeepSeek V4 FlashCulture Ampagainst: Microsoft Viva GlintQualtrics EmployeeXMChangedno first choiceCulture Ampagainst: Qualtrics EmployeeXM, Workleap Officevibeno first choiceagainst: Doodle, Google Forms, Mailchimp, TINYpulse, Typeform, Workday Peakon Employee Voice
Three alternatives
Perceptyx, Qualtrics EmployeeXM, Workday Peakon Employee VoiceFour alternatives
Culture Amp, CultureMonkey, Microsoft Viva Glint, Workday Peakon Employee VoiceOne alternative
Workday Peakon Employee VoiceLlama 4 MaverickCultureMonkeyCultureMonkey, Qualtrics EmployeeXMChangedno first choiceWorkday Peakon Employee Voiceno first choiceagainst: Slack, Staffbase, Workvivo
Two alternatives
CultureMonkey, PerceptyxQwen 3.7 FlashCulture AmpCulture AmpHeldno first choiceWorkday Peakon Employee Voiceno first choiceagainst: Circle, Discord, IBM Connections, Jive Social Software, Microsoft Viva Engage, Mighty Networks, Sporcle, Telegram, WhatsApp, Workplace from Meta
Four alternatives
CultureMonkey, Microsoft Viva Engage, Qualtrics EmployeeXM, Workday Peakon Employee VoiceThree alternatives
Microsoft Viva Glint, Qualtrics EmployeeXM, Workday Peakon Employee VoiceTwo alternatives
15Five Engage, Qualtrics XMKimi K2Culture AmpCulture AmpHeldno first choiceMicrosoft Viva Glintagainst: Lattice Engagement, Qualtrics EmployeeXM, Workday Peakon Employee Voiceno first choiceagainst: Gallup Access, Microsoft Viva Glint, Qualtrics EmployeeXM
Three alternatives
Microsoft Viva Glint, Qualtrics XM, Workday Peakon Employee VoiceThree alternatives
Microsoft Viva Glint, Qualtrics EmployeeXM, Workday Peakon Employee VoiceSix alternatives
Adobe Experience Cloud / Adobe Experience Platform, Airship, Braze, Iterable, Oracle Advertising and Customer Experience, Salesforce Marketing CloudTwo alternatives
Culture Amp, Workleap OfficevibeGLM 4.7 FlashXCulture AmpCultureMonkey, Workday Peakon Employee VoiceChangedCulture AmpLattice Engagementagainst: Culture Amp, Qualtrics EmployeeXM, Workleap Officevibeno first choiceagainst: Salesforce Marketing Cloud, Staffbase, Unily
Four alternatives
Betterworks, Gallup Access, Lattice Engagement, Qualtrics EmployeeXMTwo alternatives
Culture Amp, Qualtrics EmployeeXMFive alternatives
Betterworks, EngageRocket, Lattice Engagement, Qualtrics EmployeeXM, WorkhumanOne alternative
15Five EngageMiniMax M2.5Culture Amp, Workday Peakon Employee VoiceWorkday Peakon Employee VoiceChangedno first choiceWorkleap Officevibeagainst: Culture Amp, Qualtrics EmployeeXM, Workday Peakon Employee VoiceQualtrics XMnothing named
Three alternatives
Betterworks, Microsoft Viva Glint, Qualtrics EmployeeXMThree alternatives
CultureMonkey, Qualtrics EmployeeXM, Vantage PulseTwo alternatives
Assessmentcloud, Lattice EngagementFour alternatives
Culture Amp, CultureMonkey, Vantage Recognition, Workday Peakon Employee VoiceBold 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.
Seventy-two 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 | 2026-09-17 17:00 | yes | 9 | 12 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:11 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:11 | yes | 13 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 17:03 | yes | 19 | 8 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:09 | yes | 21 | 21 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:06 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:15 | yes | 28 | 35 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:04 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:14 | yes | 10 | 44 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:13 | yes | 10 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:16 | yes | 32 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:16 | yes | 10 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:11 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:17 | yes | 5 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:22 | yes | 17 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 17:16 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:02 | yes | 37 | 23 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:04 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:03 | yes | 26 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:04 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:11 | yes | 8 | 48 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:04 | yes | 14 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 16:59 | yes | 13 | 75 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:15 | yes | 5 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:18 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:06 | yes | 7 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:09 | yes | 24 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 17:05 | yes | 20 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 16:57 | yes | 35 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:00 | yes | 13 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:06 | yes | 30 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:20 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:20 | no | 0 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:16 | yes | 19 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:19 | yes | 11 | 26 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 16:58 | yes | 5 | 17 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:08 | yes | 13 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:06 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:18 | yes | 23 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 17:11 | yes | 20 | 7 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:07 | yes | 46 | 21 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:04 | yes | 11 | 10 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:04 | yes | 18 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:03 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:01 | yes | 9 | 58 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:12 | yes | 23 | 37 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:09 | yes | 29 | 156 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:00 | yes | 19 | 53 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:02 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:02 | yes | 3 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:04 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 17:13 | yes | 20 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:00 | yes | 16 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:18 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:08 | yes | 18 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:02 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:09 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:16 | yes | 15 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:05 | yes | 18 | 67 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:08 | yes | 9 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:15 | yes | 27 | 14 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:00 | no | 0 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:05 | yes | 13 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 17:12 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 16:57 | yes | 19 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:19 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 17:18 | yes | 26 | 90 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:11 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:21 | no | 0 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:19 | yes | 29 | 57 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:04 | yes | 28 | 70 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:22 | yes | 14 | 53 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
Glint read as Microsoft Viva Glint
Glint (Microsoft Viva) read as Microsoft Viva Glint
Glint (Microsoft) read as Microsoft Viva Glint
Lattice read as Lattice Engagement
Medallia EX read as Medallia
Qualtrics read as Qualtrics EmployeeXM
Qualtrics (EmployeeXM) read as Qualtrics EmployeeXM
Salesforce Marketing Cloud Engagement / Next read as Salesforce Marketing Cloud
SogoEX read as Sogolytics
Workday Peakon read as Workday Peakon Employee Voice
Workday Peakon (Employee Voice) read as Workday Peakon Employee Voice
Workleap read as Workleap Officevibe
Workleap (Officevibe) read as Workleap Officevibe
Workleap (formerly Officevibe) read as Workleap Officevibe
Unresolved, counted raw
Adobe Experience Cloud / Adobe Experience Platform
Adobe Journey Optimizer
Airship
Bloomreach
HubSpot Marketing Hub
IBM Connections
Insider
Jive Social Software
Maestra
Microsoft Dynamics 365 Customer Insights
Omnisend
Oracle Advertising and Customer Experience (CX)
Oracle Responsys / Oracle CX Marketing
Pegasystems
Sporcle
Twilio Segment
Yellow.ai
Discontinued, still offered
No shut-down product was recommended here.