Employee engagement surveys
Asked as “employee engagement survey platform”, and as “employee pulse survey tool”, on behalf of a mid-market B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
40%
Clear leader
40Culture Amp12FeedbackPulse12Workleap Officevibe37others
40% of first choices, clear leader.
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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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 head
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
03L04
05
06
07
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Culture Amp40%
Culture Amp40%02Workleap Officevibe12%
Workleap Officevibe12%03FeedbackPulse12%
FeedbackPulse12%04Lattice Engagement10%
0515Five Engage6%
15Five Engage6%06Leapsome0%
Leapsome0%07Qualtrics EmployeeXM0%
Qualtrics EmployeeXM0%08Workday Peakon Employee Voice0%
Workday Peakon Employee Voice0%What they warned about
Seven of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Grok 4.20, DeepSeek V4 Flash, Llama 4 Maverick 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 EmployeeXM38%
6 of 16 labels negative · 5 of 12 models · 2 hard negative
“Avoid enterprise platforms like Culture Amp, Qualtrics, or Microsoft Viva Glint” DeepSeek V4 Flash, budget prompt
Culture Amp10%
4 of 42 labels negative · 4 of 12 models · 2 hard negative
“Avoid enterprise platforms like Culture Amp, Qualtrics, or Microsoft Viva Glint” DeepSeek V4 Flash, budget prompt
Google Forms33%
3 of 9 labels negative · 3 of 12 models · 1 hard negative
“You have outgrown basic, manual forms (like Google Forms)” Gemini 3.5 Flash, scale prompt
Qualtrics XM75%
3 of 4 labels negative · 3 of 12 models · 1 hard negative
“Why You Should Avoid Enterprise Giants (Qualtrics, Workday Peakon, Perceptyx)” Gemini 3.5 Flash, direct 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
61 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. 811 links across 280 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · FeedbackPulse34 answers · 70 citations · 11 models
vendor site · CultureMonkey21 answers · 37 citations · 10 models
vendor site · ThriveSparrow21 answers · 26 citations · 11 models
vendor site · Engagedly19 answers · 22 citations · 8 models
vendor site · The Happiness Index15 answers · 19 citations · 7 models
15 answers · 15 citations · 8 models
14 answers · 15 citations · 10 models
vendor site · Qualaroo12 answers · 12 citations · 8 models
vendor site · Happily.ai11 answers · 13 citations · 8 models
10 answers · 14 citations · 6 models
10 answers · 11 citations · 8 models
vendor site · ContactMonkey10 answers · 10 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.
27 answers · 10 models
19 answers · 8 models
15 answers · 8 models
15 answers · 8 models
11 answers · 9 models
11 answers · 10 models
10 answers · 9 models
10 answers · 6 models
9 answers · 7 models
9 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 | |
| Workleap workleap.com Workleap Officevibe 12% | 12% | 81 | 140 | 7 | 67,808 company | $740 | 6 | |
| FeedbackPulse feedbackpulse.com | 12% | 83 | 20 | 0 | 21,184 | 4 | ||
| Lattice lattice.com Lattice Engagement 10% | 10% | 75 | 90,500 | 13,900 | 122,123 company | $1,328 | 120 | 9 |
| ThriveSparrow thrivesparrow.com ThriveSparrow Engage 8% | 8% | 43 | 110 | 1 | 24,978 | 2 | ||
| 15Five Engage 15five.com | 6% | 110 | 0 | 32,362 | 22 | |||
| Matter matterapp.com | 4% | 52 | 90,500 | 151,595 | 21,353 | 1 | ||
| Quantum Workplace quantumworkplace.com | 2% | 27 | 1,900 | 52 | 72,378 | $4,285 | 23 | |
| SurveySparrow surveysparrow.com | 2% | 17 | 1,900 | 17 | 246,819 | 43 | 2 | |
| Betterworks betterworks.com | 2% | 220 | 3,600 | 21 | 12,379 | 0 |
Google's top ten for the three searches hold 22 sites; 3 of them are among the sites the models cited here (matterapp.com, peoplemanagingpeople.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 a mid-market B2B company?”Paraphrase“Which employee pulse survey tool would you recommend to a mid-sized B2B company?”Comparative“What are the top engagement platforms and how do they differ?”Budget-constrained“What is the best employee engagement survey platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an employee engagement survey platform. What should we look at?”Negative“Which engagement platforms should I avoid or be cautious about?”
Claude Haiku 4.5Lattice EngagementLattice EngagementHeldno first choiceThriveSparrow Engageno first choicenothing named
Three alternatives
15Five Engage, Culture Amp, Workleap OfficevibeTwo alternatives
Culture Amp, LeapsomeFour alternatives
FeedbackPulse, Google Forms, Workleap Officevibe, Zoho SurveyGPT-5.4 miniCulture AmpWorkleap OfficevibeChangedno first choiceBetterworks, SurveySparrowno first choicenothing named
Two alternatives
Qualtrics EmployeeXM, WorkTangoFour alternatives
Bonusly, Lattice Engagement, Leapsome, Qualtrics EmployeeXMGemini 3.5 FlashCulture Amp, Lattice Engagementagainst: Perceptyx, Qualtrics XM, Workday Peakon Employee VoiceCulture Amp, Lattice EngagementHeldagainst: Qualtrics EmployeeXM, Workday Peakon Employee VoiceCulture AmpThriveSparrow Engageagainst: Culture Amp, Qualtrics EmployeeXMCulture Amp, Quantum Workplaceagainst: Google Formsnothing named
Two alternatives
15Five Engage, LeapsomeTwo alternatives
Leapsome, Workleap OfficevibeFive alternatives
Bonusly, Lattice Engagement, Motivosity, Teamflect, inFeedo AIFive alternatives
Connecteam, FeedbackPulse, Google Forms, Tally, TeamflectFive alternatives
15Five Engage, Lattice Engagement, Leapsome, Teamflect, Workleap OfficevibePerplexity SonarCulture AmpCulture AmpHeldno first choiceFeedbackPulseagainst: Google Formsno first choiceagainst: Discord, Facebook Groups, Lark, Microsoft SharePoint, Microsoft Teams, Outreach, Slack
Three alternatives
15Five Engage, Lattice Engagement, Workleap OfficevibeOne alternative
Workleap OfficevibeTwo alternatives
Workleap Officevibe, Zoho SurveyGrok 4.20Culture Amp15Five EngageChangedno first choiceThriveSparrow Engageagainst: Culture Amp, Lattice Engagement, Qualtrics EmployeeXMno first choicenothing named
Two alternatives
15Five Engage, Lattice EngagementThree alternatives
Culture Amp, FeedbackPulse, Workleap OfficevibeFour alternatives
15Five Engage, FeedbackPulse, Google Forms, Workleap OfficevibeMistral SmallCulture AmpCulture AmpHeldno first choiceFeedbackPulse, Workleap Officevibeno first choicenothing named
Four alternatives
15Five Engage, Lattice Engagement, Quantum Workplace, Workleap OfficevibeThree alternatives
15Five Engage, Leapsome, Vantage PulseTwo alternatives
StaffHero, TINYpulseDeepSeek V4 FlashLattice Engagementagainst: Workday Peakon Employee VoiceCulture AmpChangedagainst: Microsoft Viva GlintCulture Amp, Qualtrics XMFeedbackPulse, HeartCountagainst: Culture Amp, Microsoft Viva Glint, Qualtrics EmployeeXM, SurveyMonkeyCulture Ampagainst: Apollo.io, Feeld, Groove, Growthoid, HubSpot, Likes.io, Match.com, Mixmax, PhantomBuster, Plenty of Fish, SalesLoft, Seamless AI, Stormlikes, Tinder, ToutApp, Views4You
Three alternatives
15Five Engage, Culture Amp, Quantum WorkplaceFour alternatives
15Five Engage, CultureMonkey, Lattice Engagement, Workleap OfficevibeFour alternatives
15Five Engage, Lattice Engagement, Microsoft Viva Glint, Workday Peakon Employee VoiceTwo alternatives
Google Forms, Workleap OfficevibeFive alternatives
Lattice Engagement, Leapsome, Microsoft Viva Glint, Qualtrics EmployeeXM, Workleap OfficevibeLlama 4 MaverickCulture Amp15Five Engage, Culture AmpChangedno first choiceFeedbackPulse, Workleap Officevibeno first choicenothing named
Three alternatives
15Five Engage, Lattice Engagement, Quantum WorkplaceOne alternative
CultureMonkeyThree alternatives
15Five Engage, Lattice Engagement, LeapsomeQwen 3.7 FlashCulture AmpCulture AmpHeldCulture Amp, Qualtrics EmployeeXMFeedbackPulse, ThriveSparrow Engage, Workleap Officevibeagainst: Google Forms, Qualtrics EmployeeXMno first choicenothing named
Three alternatives
15Five Engage, Lattice Engagement, Workleap OfficevibeTwo alternatives
Leapsome, Workleap OfficevibeFive alternatives
15Five Engage, Bonusly, Lattice Engagement, Microsoft Viva Engage, WorkhumanTwo alternatives
15Five Engage, Lattice EngagementKimi K2Culture AmpCulture AmpHeldno first choiceWorkleap Officevibeagainst: Culture Ampno first choiceagainst: Qualtrics XMnothing named
Two alternatives
Lattice Engagement, Workleap OfficevibeFour alternatives
15Five Engage, Microsoft Viva Glint, TINYpulse, Workleap OfficevibeFour alternatives
15Five Engage, FeedbackPulse, Google Forms, ThriveSparrow EngageGLM 4.7 FlashXCulture AmpCulture AmpHeldno first choiceMatter, Team Insightsagainst: WorkTangono first choiceagainst: Qualtrics XMnothing named
Six alternatives
15Five Engage, Engagedly, Lattice Engagement, Leapsome, Quantum Workplace, WorkvivoTwo alternatives
FeedbackPulse, Lattice EngagementThree alternatives
Bonusly, Engagedly, Google FormsMiniMax M2.5Culture Amp, Matter15Five Engage, Culture AmpChangedagainst: Qualtrics EmployeeXMno first choiceFeedbackPulse, Workleap Officevibeno first choicenothing named
Three alternatives
15Five Engage, Lattice Engagement, ThriveSparrow EngageOne alternative
LeapsomeThree alternatives
15Five Engage, Culture Amp, TINYpulseBold 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 16:58 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:19 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:18 | yes | 15 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 17:14 | yes | 20 | 6 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 17:07 | yes | 29 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:07 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 17:07 | yes | 15 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:18 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:22 | yes | 5 | 19 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:13 | yes | 9 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:07 | yes | 8 | 56 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:09 | yes | 5 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:14 | yes | 16 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:19 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:10 | yes | 15 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 17:17 | yes | 19 | 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 17:03 | yes | 33 | 19 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:13 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:22 | yes | 20 | 15 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:10 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:20 | yes | 5 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 16:59 | yes | 15 | 43 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:18 | yes | 12 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 16:57 | yes | 5 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:03 | no | 0 | 2 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:21 | no | 0 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:01 | yes | 14 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 17:19 | yes | 20 | 7 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 17:04 | yes | 28 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:05 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 16:59 | yes | 29 | 75 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 16:58 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:23 | no | 0 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:20 | yes | 10 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:11 | yes | 19 | 95 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:11 | yes | 10 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:18 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:09 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:18 | yes | 23 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 17:13 | yes | 20 | 5 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 16:59 | yes | 44 | 21 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:19 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 17:15 | yes | 28 | 46 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:11 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:04 | yes | 5 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:15 | yes | 15 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 16:58 | yes | 10 | 29 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:21 | yes | 5 | 39 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:12 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:05 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:00 | yes | 12 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 17:18 | yes | 20 | 10 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 17:17 | yes | 13 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:06 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 17:19 | yes | 14 | 52 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:01 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:17 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:14 | yes | 10 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:01 | yes | 13 | 30 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:06 | no | 0 | 10 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:22 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 16:57 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 16:57 | yes | 15 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 17:03 | yes | 20 | 8 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 17:11 | yes | 15 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:10 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 17:00 | yes | 30 | 55 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 16:59 | yes | 10 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:14 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:19 | yes | 15 | 47 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:07 | yes | 10 | 59 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:08 | yes | 5 | 19 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
ShowHide
Claude Haiku 4.5
3 of 3 flipped
GPT-5.4 mini
1 of 3 flipped
Gemini 3.5 Flash
5 of 5 flipped
Perplexity Sonar
1 of 3 flipped
Grok 4.20
1 of 3 flipped
Mistral Small
2 of 3 flipped
DeepSeek V4 Flash
3 of 5 flipped
Llama 4 Maverick
0 of 3 flipped
Qwen 3.7 Flash
4 of 5 flipped
Kimi K2
3 of 4 flipped
GLM 4.7 FlashX
1 of 3 flipped
MiniMax M2.5
3 of 3 flipped
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 Plan) read as 15Five Engage
Gallup read as Gallup Access
Glint read as Microsoft Viva Glint
Google Forms + Looker Studio read as Google Forms
Lattice read as Lattice Engagement
Lattice (Engagement Add-On) read as Lattice Engagement
OfficeVibe (Workleap) read as Workleap Officevibe
Officevibe read as Workleap Officevibe
Officevibe (Workleap) read as Workleap Officevibe
Officevibe (by Workleap) read as Workleap Officevibe
Peakon read as Workday Peakon Employee Voice
Peakon (by Workday) read as Workday Peakon Employee Voice
Qualtrics read as Qualtrics EmployeeXM
Qualtrics (XM Platform) read as Qualtrics EmployeeXM
Thrive Sparrow read as ThriveSparrow Engage
ThriveSparrow read as ThriveSparrow Engage
ThriveSparrow (Engage Module) read as ThriveSparrow Engage
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
Workplace read as Workplace from Meta
Unresolved, counted raw
Agorapulse
Feeld
Growthoid
HeartCount
Likes.io
Match.com
PhantomBuster
Plenty of Fish
Seamless AI
Stormlikes
Team Insights
ToutApp
Views4You
inFeedo AI
Discontinued, still offered
No shut-down product was recommended here.