360 feedback for enterprise buyers
Asked as “360-degree feedback tool”, and as “multi-rater feedback software”, on behalf of an enterprise B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
33%
Contested · Qualtrics 360 Development 17%
33Culture Amp17Qualtrics 360 Development11Betterworks39others
33% of first choices, contested.
Since September 2026▲+2Since September 2026: 33% → 35%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Culture Amp held the lead, +2 points on 33%, 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
Effy AI24%Contested↗new leaderNew leader since September 2026: Effy AI (23%) replaces Primalogik (20% then, 15% now), 8 points clear, inside the 13-point floor.Standing →Mid-market
Lattice34%Contested▼−5Since September 2026: 40% → 35%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Culture Amp33%Contested▲+2Since September 2026: 33% → 35%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This page
Effy AI24%Contested↗new leaderNew leader since September 2026: Effy AI (23%) replaces Primalogik (20% then, 15% now), 8 points clear, inside the 13-point floor.Standing →Mid-marketLattice34%Contested▼−5Since September 2026: 40% → 35%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseCulture Amp33%Contested▲+2Since September 2026: 33% → 35%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.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 September 2026
01Culture Amp33%13%61endorsed leader▲+2Since September 2026: 33% → 35%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.33% → 35%
Culture Amp33%13%61endorsed leader▲+2Since September 2026: 33% → 35%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.33% → 35%02
Qualtrics 360 Development17%15%34accepted challenger▲+7Since September 2026: 6% → 13%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 13%
Qualtrics 360 Development17%15%34accepted challenger▲+7Since September 2026: 6% → 13%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 13%03
Betterworks11%0%36accepted challenger▼−18Since September 2026: 31% → 13%, −18 points. Past the 13-point floor: movement. Read over the models both editions asked.31% → 13%
Betterworks11%0%36accepted challenger▼−18Since September 2026: 31% → 13%, −18 points. Past the 13-point floor: movement. Read over the models both editions asked.31% → 13%04Lattice11%11%46accepted challenger▲+7Since September 2026: 6% → 13%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 13%
Lattice11%11%46accepted challenger▲+7Since September 2026: 6% → 13%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 13%05
Qualtrics EmployeeXM6%17%12accepted challenger▲+4Since September 2026: 2% → 7%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 7%
Qualtrics EmployeeXM6%17%12accepted challenger▲+4Since September 2026: 2% → 7%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 7%06
Leapsome4%3%33accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 4%
Leapsome4%3%33accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 4%07
Spidergap4%43%23criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%
Spidergap4%43%23criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 2%08
Workday Peakon Employee Voice2%0%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Workday Peakon Employee Voice2%0%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%09
Workhuman2%15%13accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
Workhuman2%15%13accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%10
EchoSpan2%30%10criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
EchoSpan2%30%10criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%Show the one product at 0%, ordered by negative rate
11
15Five0%18%17accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
15Five0%18%17accepted 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
Lattice vs SpidergapLattice vs FeedbackPulseLattice vs 15FiveLattice vs PerformYardEffy AI vs LeapsomeEffy AI vs Culture AmpEffy AI vs SpidergapEffy AI vs FeedbackPulseEffy AI vs 15FiveEffy AI vs PerformYardLeapsome vs Culture AmpLeapsome vs SpidergapLeapsome vs FeedbackPulseLeapsome vs 15FiveLeapsome vs PerformYardCulture Amp vs SpidergapCulture Amp vs FeedbackPulseCulture Amp vs 15FiveCulture Amp vs PerformYardSpidergap vs FeedbackPulseSpidergap vs 15FiveSpidergap vs PerformYardFeedbackPulse vs 15FiveFeedbackPulse vs PerformYard15Five vs PerformYard
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Culture Amp33%
Culture Amp33%02Qualtrics 360 Development17%
Qualtrics 360 Development17%03Betterworks11%
Betterworks11%04Lattice11%
Lattice11%05Qualtrics EmployeeXM6%
Qualtrics EmployeeXM6%06Leapsome4%
Leapsome4%07Spidergap4%
Spidergap4%08Workday Peakon Employee Voice2%
Workday Peakon Employee Voice2%09Workhuman2%
Workhuman2%10EchoSpan2%
EchoSpan2%1115Five0%
15Five0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Spidergap43%
10 of 23 labels negative · 7 of 14 models · 4 hard negative
“flagged concerns regarding confidentiality... For enterprises that require true admin-blind results, that visibility is a blocker.” Muse Glimmer 30B, negative prompt
Culture Amp13%
8 of 61 labels negative · 7 of 14 models · 1 hard negative
“Avoid for Predictability - **Culture Amp, Qualtrics, Workhuman**: "Custom enterprise" pricing” Grok 4.1 Fast, budget prompt
SurveyMonkey86%
6 of 7 labels negative · 5 of 14 models · 5 hard negative
“"Tools like **SurveyMonkey, Qualaroo, and easy-feedback-style platforms** were built for one-off surveys, not enterprise 360 programs. For a large organization these are red flags"” Muse Glimmer 30B, negative prompt
Qualtrics 360 Development15%
5 of 34 labels negative · 4 of 14 models · 1 hard negative
“Avoid for Predictability - **Culture Amp, Qualtrics, Workhuman**: "Custom enterprise" pricing” Grok 4.1 Fast, budget 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
80 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. 1096 links across 227 sites, every framing counted. Ranked by the number of answers carrying the site or page. 19 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 · Betterworks59 answers · 72 citations · 14 models
vendor site · Workhuman55 answers · 66 citations · 12 models
vendor site · FeedbackPulse51 answers · 74 citations · 12 models
vendor site · Teamflect42 answers · 44 citations · 12 models
vendor site · Intervue36 answers · 36 citations · 10 models
vendor site · Sprad29 answers · 39 citations · 12 models
vendor site · Guideflow27 answers · 31 citations · 10 models
27 answers · 27 citations · 11 models
vendor site · CharlieHR23 answers · 23 citations · 9 models
vendor site · Engagedly22 answers · 28 citations · 10 models
vendor site · Effy22 answers · 23 citations · 9 models
20 answers · 21 citations · 10 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.
55 answers · 13 models
54 answers · 12 models
41 answers · 12 models
36 answers · 10 models
32 answers · 10 models
30 answers · 10 models
27 answers · 11 models
24 answers · 10 models
23 answers · 9 models
22 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “360 feedback tools”, “360-degree feedback tool”, “best 360-degree feedback tool”. 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 | 33% | 345 | 14,800 | 121 | 174,918 | 35 | 4 | |
| Qualtrics 360 qualtrics.com Qualtrics 360 Development 17%, Qualtrics EmployeeXM 6%, Qualtrics XM 0% | 22% | 90 | 1,600 | 41 | 1,028,410 company | $21 | 66 | 5 |
| Betterworks betterworks.com | 11% | 265 | 3,600 | 21 | 12,379 | 0 | ||
| Lattice lattice.com | 11% | 662 | 90,500 | 13,900 | 122,123 | $1,328 | 120 | |
| Leapsome leapsome.com | 4% | 298 | 2,900 | 32 | 51,450 | $18,531 | 60 | |
| Spidergap spidergap.com | 4% | 109 | 260 | 1 | 97 | 11 | ||
| Workday Peakon workday.com Workday Peakon Employee Voice 2%, Workday 2% | 4% | 383 | 1,220,000 | 23,848 | 2,213,450 company | 80 | ||
| Workhuman workhuman.com | 2% | 138 | 4,400 | 158 | 373,538 | $160,162 | 72 | |
| Questback questback.com | 2% | 4 | ||||||
| EchoSpan echospan.com | 2% | 36 | 140 | 0 | 104 |
Google's top ten for the three searches hold 20 sites; 2 of them are among the sites the models cited here (engagedly.com, peoplemanagingpeople.com). The first result for “360 feedback tools” is vimeo.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 360-degree feedback tool for an enterprise B2B company?”Paraphrase“Which multi-rater feedback software would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade 360 feedback tools and how do they differ?”Budget-constrained“What is the best 360-degree feedback tool 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 a 360-degree feedback tool. What should we look at?”Negative“Which 360 feedback tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Culture AmpBetterworks, LatticeChangedCulture Amp, Qualtrics 360 Development, WorkhumanCulture Ampno first choiceagainst: 15Five, Lattice, Primalogik, Qualtrics EmployeeXM, Small Improvements, Spidergap, ThriveSparrow, Trakstar
Four alternatives
Betterworks, Lattice, Qualtrics 360 Development, SynergitaTwo alternatives
Flexible 360 by Echospan, Qualtrics EmployeeXMTwo alternatives
Lattice, LeapsomeTwo alternatives
Lattice, TeamspectiveGPT-5.4 miniCulture AmpQualtrics 360 DevelopmentChangedBetterworksCulture Ampno first choicenothing named
Four alternatives
Lattice, Leapsome, Qualtrics EmployeeXM, XrefOne alternative
Culture Amp 360° FeedbackFive alternatives
Culture Amp, EchoSpan, Lattice, Spidergap, Workday 360 FeedbackOne alternative
15FiveGemini 3.5 FlashLatticeagainst: SAP SuccessFactors, WorkdayQualtrics EmployeeXMChangedExplorance Blue, Qualtrics EmployeeXMEchoSpanagainst: Culture Amp, LatticeQualtrics EmployeeXMagainst: CharlieHR, EchoSpan, Effy AI, Google Forms, Jotform, Oracle HCM Cloud, SAP SuccessFactors, Small Improvements, Spidergap, SurveyMonkey, Typeform, Workday
Five alternatives
Culture Amp, Leapsome, Qualtrics 360 Development, Questback, SpidergapFive alternatives
Betterworks, Culture Amp, Explorance Blue, Leapsome, TeamflectFive alternatives
Culture Amp, Lattice, Leapsome, Questback, SpidergapTwo alternatives
QuestionPro, SpidergapFour alternatives
Betterworks, Culture Amp, Lattice, LeapsomePerplexity SonarCulture AmpQualtrics 360 DevelopmentChangedCulture AmpWorkhumanagainst: Spidergapno first choicenothing named
Five alternatives
Leapsome, Mitratech Perform, PerformYard, Qualtrics 360 Development, TrakstarFour alternatives
Betterworks, Culture Amp, Lattice, PerformYardSix alternatives
Betterworks, Lattice, Leapsome, Qualtrics EmployeeXM, SurveyMonkey, TeamflectOne alternative
Culture AmpGrok 4.1 FastCulture AmpQualtrics 360 DevelopmentChangedCulture Ampagainst: EchoSpan, SpidergapFeedbackPulseagainst: Culture Amp, Qualtrics 360 Development, Spidergap, Workhumanno first choiceagainst: Google Forms, Qualtrics 360 Development, Small Improvements, Spidergap, SurveyMonkey, Workday HCM
Two alternatives
Lattice, LeapsomeFour alternatives
Betterworks, Culture Amp, Leapsome, PerformYardSix alternatives
15Five, Lattice, Leapsome, PerformYard, Qualtrics EmployeeXM, Workday Peakon Employee VoiceFive alternatives
15Five, Lattice, Leapsome, Performance Pro, ThriveSparrowMistral SmallCulture Amp, LeapsomeBetterworksChangedBetterworksWorkday Peakon Employee Voiceno first choiceagainst: G360 Surveys, Spidergap
Two alternatives
Lumus360, TrakstarTwo alternatives
Lark, Qualtrics 360 DevelopmentFour alternatives
Culture Amp, Leapsome, Performance Pro, Workday Peakon Employee VoiceTwo alternatives
Culture Amp, Qualtrics EmployeeXMDeepSeek V4 FlashBetterworksQualtrics EmployeeXMChangedBetterworks, Qualtrics 360 DevelopmentBetterworks, Spidergapagainst: Qualtrics 360 Development, Workhumanno first choiceagainst: Engagedly, Google Forms, Jotform, SurveyMonkey, Teamflect
Four alternatives
Culture Amp, Lattice, Leapsome, Qualtrics 360 DevelopmentTwo alternatives
Betterworks, Culture AmpFour alternatives
Culture Amp, Lattice, Leapsome, WorkdayTwo alternatives
Culture Amp, LatticeLlama 4 MaverickCulture Ampno first choiceChangedno first choiceIntervue, Qualtrics 360 Development, Workdayno first choiceagainst: Culture Amp, Leapsome
Three alternatives
Leapsome, Trakstar, WorkhumanQwen 3.7 FlashCulture Amp, LatticeCulture AmpChangedno first choiceLatticeagainst: Culture Ampno first choiceagainst: Microsoft Forms, PerformYard, Qualtrics 360 Development, Sprad, SurveySparrow, Xref
One alternative
15FiveThree alternatives
Lattice, Qualtrics XM, SpidergapSix alternatives
Betterworks, Culture Amp, Korn Ferry, Lattice, Qualtrics XM, Workday Peakon Employee VoiceTwo alternatives
Qualtrics Employee XM, Workday Peakon Employee VoiceKimi K2Culture AmpCulture Amp, Qualtrics 360 DevelopmentChangedCulture Ampagainst: SAP SuccessFactorsCulture Amp, Leapsomeagainst: 15FiveCulture Ampagainst: Qualtrics EmployeeXMagainst: 15Five, Culture Amp, Lattice, SurveyMonkey, Teamflect
Three alternatives
Betterworks, Lattice, Workday Peakon Employee VoiceThree alternatives
Betterworks, Lattice, WorkhumanThree alternatives
Lattice, Qualtrics 360 Development, Workday HCMThree alternatives
SAP SuccessFactors, Workday HCM, Workday Peakon Employee VoiceThree alternatives
Betterworks, Lattice, WorkhumanGLM 4.7 FlashXBetterworksCulture AmpChangedagainst: TeamflectCulture AmpLatticeagainst: Culture Ampno first choicenothing named
Seven alternatives
15Five, Culture Amp, Effy AI, Lattice, Leapsome, Sprad, WorkhumanThree alternatives
Betterworks, Lumesse, Qualtrics 360 DevelopmentFour alternatives
Betterworks, Lattice, Leapsome, Workday Peakon Employee VoiceOne alternative
Effy AIMiniMax M2.5Betterworksagainst: Effy AI, SpidergapQualtrics 360 DevelopmentChangedWorkhumanCulture Amp, Latticeagainst: EchoSpan, Qualtrics 360 Development, Spidergapno first choicenothing named
Four alternatives
Culture Amp, Lattice, PerformYard, Qualtrics 360 DevelopmentSix alternatives
Betterworks, EchoSpan, Engagedly, Lattice, Leapsome, WorkhumanFour alternatives
Betterworks, Culture Amp, Lattice, LeapsomeOne alternative
Workday Peakon Employee VoiceGPT-6 LunaQualtrics 360 DevelopmentCulture AmpChangedQualtrics 360 DevelopmentSpidergapno first choiceagainst: Culture Amp Effectiveness 360, DIY survey tools, Microsoft Viva Glint
Three alternatives
Betterworks, Culture Amp, WorkdayFour alternatives
Betterworks, EchoSpan, Mercer, Qualtrics 360 DevelopmentSix alternatives
Betterworks, Center for Creative Leadership (CCL) Benchmarks, Culture Amp, Hogan, Korn Ferry, LatticeOne alternative
Small Improvements GrowMuse Glimmer 30BQualtrics 360 Development, Questbackagainst: SurveyMonkeyCulture Amp, Qualtrics 360 DevelopmentChangedCulture Amp, LatticePanoramic Feedbackagainst: Culture Amp, Latticeno first choiceagainst: Culture Amp, Lattice, Qualaroo, Spidergap, SurveyMonkey
Two alternatives
Culture Amp, LeapsomeTwo alternatives
Betterworks, LatticeFive alternatives
Betterworks, Impraise, Leapsome, Qualtrics 360 Development, Qualtrics EmployeeXMTwo alternatives
FeedbackPulse, SpidergapBold 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 12:01 | yes | 9 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:33 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:01 | yes | 18 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:08 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:28 | yes | 23 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:01 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:24 | yes | 23 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:51 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:55 | yes | 17 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:28 | yes | 13 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:35 | yes | 17 | 63 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:45 | yes | 5 | 40 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:33 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:45 | yes | 12 | 35 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:00 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:02 | yes | 2 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:31 | yes | 12 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:14 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:01 | yes | 21 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:25 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:19 | yes | 20 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:32 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:55 | yes | 9 | 40 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:29 | yes | 18 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:17 | yes | 21 | 54 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:44 | yes | 9 | 34 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:08 | yes | 5 | 21 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:58 | yes | 13 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:55 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:02 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:44 | yes | 15 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:06 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:14 | yes | 18 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:38 | yes | 6 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:12 | yes | 22 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:00 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:13 | yes | 12 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:36 | yes | 23 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:59 | yes | 20 | 54 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:58 | yes | 16 | 24 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:14 | yes | 7 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:48 | yes | 21 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:59 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:33 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:47 | yes | 21 | 32 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:58 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:48 | yes | 16 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:54 | yes | 18 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:09 | yes | 21 | 46 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:29 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:39 | yes | 9 | 40 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:28 | yes | 21 | 37 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:16 | yes | 19 | 63 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:40 | yes | 12 | 93 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:03 | yes | 2 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:08 | yes | 17 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:50 | yes | 18 | 9 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:07 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:35 | yes | 7 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:39 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:31 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:49 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:15 | yes | 18 | 49 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:09 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:26 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:24 | yes | 21 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:44 | yes | 22 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:46 | no | 0 | 10 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:14 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:29 | yes | 11 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:06 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:46 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:00 | yes | 18 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:49 | yes | 30 | 6 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:03 | yes | 19 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:00 | yes | 14 | 14 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:27 | yes | 23 | 58 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:09 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:39 | yes | 15 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:23 | yes | 19 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:00 | yes | 19 | 30 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:36 | yes | 17 | 42 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:28 | yes | 2 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:57 | yes | 23 | 37 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
Effy read as Effy AI
G360 read as G360 Surveys
Qualtrics read as Qualtrics 360 Development
Qualtrics (EmployeeXM 360) read as Qualtrics 360 Development
Qualtrics 360 read as Qualtrics 360 Development
SuccessFactors read as SAP SuccessFactors
Workday Peakon read as Workday Peakon Employee Voice
Unresolved, counted raw
Center for Creative Leadership (CCL) Benchmarks
Cultivate
Culture Amp 360° Feedback
Culture Amp Effectiveness 360
DIY survey tools
Flexible 360 by Echospan
Lumus360
MyMentor Insights
Panoramic Feedback
Qualtrics Employee XM (XM Platform)
Small Improvements Grow
Workday 360 Feedback
Discontinued, still offered
No shut-down product was recommended here.