360 feedback
Asked as “360-degree feedback tool”, and as “multi-rater feedback software”, on behalf of a mid-market B2B company. 40 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
40%
Contested · Effy AI 12%
40Lattice12Effy AI10Primalogik38others
40% 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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five 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.
All twenty-eight head-to-head pages: the top eight products, each against each
Lattice vs Small ImprovementsLattice vs ThriveSparrowLattice vs PerformYardLattice vs TeamflectEffy AI vs PrimalogikEffy AI vs Culture AmpEffy AI vs Small ImprovementsEffy AI vs ThriveSparrowEffy AI vs PerformYardEffy AI vs TeamflectPrimalogik vs Culture AmpPrimalogik vs Small ImprovementsPrimalogik vs ThriveSparrowPrimalogik vs PerformYardPrimalogik vs TeamflectCulture Amp vs Small ImprovementsCulture Amp vs ThriveSparrowCulture Amp vs PerformYardCulture Amp vs TeamflectSmall Improvements vs ThriveSparrowSmall Improvements vs PerformYardSmall Improvements vs TeamflectThriveSparrow vs PerformYardThriveSparrow vs TeamflectPerformYard vs Teamflect
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
05
06
07
08
09
10
11
12
13
14
15Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Lattice40%
Lattice40%02Effy AI12%
Effy AI12%03Primalogik10%
Primalogik10%04Culture Amp8%
Culture Amp8%05Small Improvements5%
Small Improvements5%06ThriveSparrow5%
ThriveSparrow5%07PerformYard2%
PerformYard2%08Teamflect2%
Teamflect2%09Betterworks2%
Betterworks2%10SurveyMonkey2%
SurveyMonkey2%11Spidergap0%
Spidergap0%12Leapsome0%
Leapsome0%1315Five0%
15Five0%14EchoSpan0%
EchoSpan0%15Qualtrics 360 Development0%
Qualtrics 360 Development0%What they warned about
Seven of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.20, Mistral Small and Llama 4 Maverick 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.
SurveyMonkey37%
7 of 19 labels negative · 6 of 12 models · 3 hard negative
“Generic survey platforms that "wear a 360 badge" (e.g., SurveyMonkey, Google Forms, generic form tools) ... usually lack the features that make a 360 actually work” DeepSeek V4 Flash, negative prompt
Google Forms86%
6 of 7 labels negative · 5 of 12 models · 4 hard negative
“Generic survey platforms that "wear a 360 badge" (e.g., SurveyMonkey, Google Forms, generic form tools)” DeepSeek V4 Flash, negative prompt
Qualtrics 360 Development22%
4 of 18 labels negative · 4 of 12 models · 1 hard negative
“You should strictly avoid using general-purpose polling tools—such as Microsoft Forms, Google Forms, SurveyMonkey, or Qualtrics—for formal 360-degree reviews.” Qwen 3.7 Flash, negative prompt
Culture Amp10%
4 of 41 labels negative · 4 of 12 models
“platforms (like Lattice or Culture Amp) require expensive annual minimum contracts that cost thousands of dollars upfront” Gemini 3.5 Flash, budget 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
64 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. 868 links across 174 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Workhuman39 answers · 40 citations · 11 models
39 answers · 39 citations · 10 models
vendor site · Betterworks36 answers · 38 citations · 10 models
vendor site · FeedbackPulse34 answers · 50 citations · 11 models
28 answers · 28 citations · 9 models
vendor site · Teamflect27 answers · 33 citations · 9 models
vendor site · Engagedly25 answers · 26 citations · 10 models
19 answers · 19 citations · 9 models
vendor site · Guideflow17 answers · 19 citations · 8 models
14 answers · 14 citations · 9 models
vendor site · Effy13 answers · 21 citations · 7 models
13 answers · 13 citations · 8 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.
39 answers · 10 models
39 answers · 11 models
36 answers · 10 models
26 answers · 8 models
23 answers · 10 models
22 answers · 9 models
20 answers · 8 models
19 answers · 9 models
17 answers · 8 models
17 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 |
|---|---|---|---|---|---|---|---|---|
| Lattice lattice.com | 40% | 625 | 90,500 | 13,900 | 122,123 | $1,328 | 120 | |
| Effy effy.ai Effy AI 12% | 12% | 77 | 140 | 3 | 40,950 company | |||
| Primalogik primalogik.com | 10% | 63 | 260 | 0 | 8,664 | |||
| Culture Amp cultureamp.com | 8% | 354 | 14,800 | 121 | 174,918 | 35 | 4 | |
| Small Improvements small-improvements.com | 5% | 92 | 1,000 | 137 | 43,657 | 1 | ||
| ThriveSparrow thrivesparrow.com | 5% | 63 | 110 | 1 | 24,978 | 2 | ||
| PerformYard performyard.com | 2% | 217 | 9,900 | 34 | 58,643 | $25 | 47 | |
| Teamflect teamflect.com | 2% | 136 | 880 | 12 | 12,592 | 30 | ||
| Betterworks betterworks.com | 2% | 220 | 3,600 | 21 | 12,379 | 0 | ||
| FeedbackPulse feedbackpulse.com | 2% | 83 | 20 | 0 | 21,184 | 4 |
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 a mid-market B2B company?”Paraphrase“Which multi-rater feedback software would you recommend to a mid-sized B2B company?”Comparative“What are the top 360 feedback tools and how do they differ?”Budget-constrained“What is the best 360-degree feedback tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a 360-degree feedback tool. What should we look at?”Negative“Which 360 feedback tools should I avoid or be cautious about?”
Claude Haiku 4.5Latticeno first choiceChangedno first choiceEffy AIagainst: SurveyMonkey, SurveySparrowno first choicenothing named
Three alternatives
Leapsome, PerformYard, SurveySparrowFive alternatives
Performly, Primalogik, Small Improvements, Spidergap, ThriveSparrowGPT-5.4 miniCulture Ampagainst: 36 Dollar 360Culture AmpHeldCulture Amp, Lattice36 Dollar 360against: Spidergapno first choicenothing named
Two alternatives
EchoSpan, SpidergapTwo alternatives
Lattice, Qualtrics 360 DevelopmentFive alternatives
15Five, ClearCompany, PerformYard, Qualtrics 360 Development, SurveySparrowOne alternative
SurveyMonkeyGemini 3.5 FlashLatticeLatticeHeldagainst: BambooHR, Medallia, Qualtrics 360 Development, Rippling, Workday Talent Managementno first choiceTeamflectagainst: Culture Amp, Google Forms, Latticeno first choiceagainst: BambooHR, HiBob, Ripplingagainst: Google Forms, SurveyMonkey
Four alternatives
Culture Amp, Leapsome, Spidergap, TeamflectFour alternatives
Culture Amp, Leapsome, Spidergap, TeamflectFour alternatives
Culture Amp, Lattice, Spidergap, TeamflectThree alternatives
LimeSurvey, PerformYard, SpidergapFour alternatives
15Five, Culture Amp, Lattice, LeapsomePerplexity SonarLatticePerformYardChangedno first choiceEffy AI, FeedbackPulseno first choicenothing named
Two alternatives
Betterworks, SpidergapTwo alternatives
Lattice, LeapsomeThree alternatives
Primalogik, SurveyMonkey, ThriveSparrowGrok 4.20LatticePrimalogikChangedagainst: Culture Amp, LatticeSpidergapagainst: Qualtrics 360 DevelopmentEffy AIagainst: Google Forms, SurveyMonkeyno first choicenothing named
Two alternatives
Culture Amp, LeapsomeThree alternatives
PerformYard, Small Improvements, SpidergapSix alternatives
15Five, Culture Amp, EchoSpan, Lattice, Leapsome, PerformYardTwo alternatives
Express Evaluations, FeedbackPulseMistral SmallBetterworks, Culture AmpPrimalogikChangedno first choiceExpress Evaluations, SurveyMonkeyno first choiceagainst: Teamflect
Two alternatives
Lattice, LeapsomeThree alternatives
Effy AI, PerformYard, Qualtrics 360 DevelopmentFour alternatives
PerformYard, Small Improvements, SurveySparrow, TrakstarDeepSeek V4 FlashLatticeLatticeHeldSpidergapagainst: Alchemer, SurveyMonkey, TypeformEffy AIagainst: 15Five, Latticeno first choiceagainst: 15Five, Culture Amp, Effy AI, Google Forms, Lattice, Leapsome, PerformYard, Primalogik, SurveyMonkey
Three alternatives
Culture Amp, Leapsome, SpidergapFive alternatives
15Five, Culture Amp, EchoSpan, Leapsome, SpidergapFour alternatives
Betterworks, Culture Amp, EchoSpan, LatticeFive alternatives
FeedbackPulse, Primalogik, Small Improvements, Spidergap, TeamflectLlama 4 MaverickLatticeno first choiceChangedno first choicePrimalogik, Small Improvements, ThriveSparrowno first choicenothing named
Three alternatives
Culture Amp, Effy AI, LeapsomeOne alternative
SurveyMonkeyQwen 3.7 FlashLatticeLatticeHeldLatticeThriveSparrowno first choiceagainst: 15Five, Google Forms, Luma, Microsoft Forms, Oracle HCM Cloud, Qualtrics 360 Development, SAP SuccessFactors, SurveyMonkey, Tally, Workday Talent Management
Three alternatives
Betterworks, Culture Amp, SpidergapTwo alternatives
Culture Amp, SpidergapFive alternatives
15Five, BetterUp, Culture Amp, Microsoft Viva Pulse, VantageboxThree alternatives
Primalogik, Small Improvements, SurveyMonkeyKimi K2LatticeLatticeHeldSpidergapEffy AI, Small Improvementsno first choiceagainst: Qualtrics EmployeeXMagainst: Google Forms, Jotform, Qualtrics 360 Development, SAP SuccessFactors, SurveyMonkey
Four alternatives
15Five, Culture Amp, Leapsome, SpidergapThree alternatives
15Five, Culture Amp, EngagedlyEight alternatives
15Five, Betterworks, Culture Amp, EchoSpan, Lattice, Leapsome, Primalogik, ThriveSparrowTwo alternatives
Primalogik, ThriveSparrowGLM 4.7 FlashXLatticeagainst: Betterworks, Culture AmpLatticeHeldSpidergapAssessTEAMno first choicenothing named
Three alternatives
EchoSpan, Leapsome, SpidergapThree alternatives
Leapsome, Primalogik, Small ImprovementsTen alternatives
15Five, BambooHR, Culture Amp, Effy AI, FeedbackPulse, Lattice, Leapsome, PerformYard, Qualtrics 360 Development, TeamflectFour alternatives
AI 360 Feedback, Blik360, Quick360, Small ImprovementsMiniMax M2.5Latticeagainst: 15FiveLatticeHeldFeedbackPulsePrimalogikno first choicenothing named
Three alternatives
Culture Amp, Leapsome, SpidergapThree alternatives
Betterworks, Culture Amp, SpidergapSeven alternatives
15Five, Betterworks, Culture Amp, Lattice, Qualaroo, Spidergap, SurveyMonkeyFour alternatives
AssessTEAM, Small Improvements, SurveyMonkey, ThriveSparrowBold 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 21:04 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:51 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:11 | yes | 17 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 17:54 | yes | 19 | 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 20:06 | yes | 26 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:04 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:34 | yes | 7 | 12 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:10 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:40 | yes | 9 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:54 | yes | 9 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:18 | yes | 13 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:08 | yes | 9 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:12 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:56 | yes | 3 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:51 | yes | 10 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 17:58 | yes | 20 | 5 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 20:08 | yes | 36 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:45 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:45 | yes | 8 | 13 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:45 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:33 | yes | 9 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:26 | yes | 10 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:36 | yes | 23 | 82 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:59 | yes | 10 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:24 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:04 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:05 | yes | 22 | 59 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:40 | yes | 20 | 9 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 18:37 | yes | 22 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:00 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:58 | yes | 11 | 17 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:59 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:47 | no | 0 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:25 | yes | 10 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:19 | yes | 16 | 47 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:37 | yes | 13 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:57 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:37 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:19 | yes | 19 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:55 | 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 21:21 | yes | 31 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:02 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:39 | yes | 17 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:42 | yes | 7 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:13 | yes | 5 | 21 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:29 | yes | 8 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:09 | yes | 22 | 43 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:49 | yes | 23 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:24 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:54 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:02 | yes | 15 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 20:53 | yes | 20 | 11 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 18:01 | yes | 12 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:29 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:37 | yes | 18 | 18 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:32 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:00 | no | 0 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:49 | yes | 15 | 52 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:25 | yes | 9 | 28 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:13 | no | 0 | 9 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:23 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:21 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:03 | yes | 18 | 51 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 19:52 | 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 19:00 | yes | 32 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:28 | yes | 12 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:12 | yes | 18 | 19 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:30 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:57 | yes | 15 | 52 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:13 | yes | 20 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:29 | yes | 23 | 72 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:36 | yes | 15 | 34 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
Oracle read as Oracle HCM Cloud
Qualtrics read as Qualtrics 360 Development
Qualtrics (XM for Employee Experience) read as Qualtrics 360 Development
Workday read as Workday Talent Management
Unresolved, counted raw
360review.io
AI 360 Feedback
BuildBetter
ClarityLoop
CompanyView
Fellow
JAM Talent Management
LimeSurvey
Luma
Microsoft Viva Pulse
Performly
Perspective AI
Quick360
SelfStir Individual
Sworkforce
Vantagebox (by SurveyMonkey/Qualtrics)
Discontinued, still offered
No shut-down product was recommended here.