360 feedback for enterprise buyers
Asked as “360-degree feedback tool”, and as “multi-rater feedback software”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
33%
Contested · Betterworks 31%
33Culture Amp31Betterworks06FeedbackPulse31others
33% 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 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
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Culture Amp33%
Culture Amp33%02Betterworks31%
Betterworks31%03Lattice6%
Lattice6%04Qualtrics 360 Development6%
Qualtrics 360 Development6%05Spidergap4%
Spidergap4%06EchoSpan2%
EchoSpan2%07Leapsome0%
Leapsome0%0815Five0%
15Five0%What they warned about
Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, Llama 4 Maverick, Kimi K2, 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.
SurveyMonkey100%
9 of 9 labels negative · 9 of 12 models · 9 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” DeepSeek V4 Flash, negative prompt
Spidergap33%
11 of 33 labels negative · 8 of 12 models · 7 hard negative
“Spidergap, while praised for its ease of use and affordability, is frequently cited in technical reviews as having "None" under "Integration Depth"... flagged concerns regarding confidentiality” Qwen 3.7 Flash, negative prompt
Culture Amp8%
5 of 59 labels negative · 5 of 12 models
“Major HR suites (like certain implementations of Culture Amp or Lattice) if your primary goal is a standalone 360 process and you lack the implementation budget.” GLM 4.7 FlashX, negative prompt
Lattice12%
6 of 49 labels negative · 5 of 12 models
“Traditional SaaS tools like Lattice or Culture Amp charge you for all 5,000 "seats" every single month, costing hundreds of thousands of dollars for software that sits dormant” 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
66 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. 966 links across 218 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Betterworks51 answers · 66 citations · 11 models
vendor site · FeedbackPulse49 answers · 78 citations · 11 models
vendor site · Workhuman45 answers · 50 citations · 11 models
39 answers · 39 citations · 11 models
vendor site · Guideflow28 answers · 30 citations · 10 models
vendor site · Teamflect27 answers · 29 citations · 9 models
vendor site · Engagedly21 answers · 23 citations · 7 models
19 answers · 19 citations · 10 models
vendor site · Sprad17 answers · 22 citations · 9 models
vendor site · G216 answers · 39 citations · 6 models
vendor site · Worxmate14 answers · 14 citations · 7 models
12 answers · 13 citations · 6 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.
51 answers · 11 models
44 answers · 11 models
40 answers · 10 models
39 answers · 11 models
28 answers · 10 models
22 answers · 9 models
21 answers · 9 models
20 answers · 7 models
18 answers · 9 models
14 answers · 7 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% | 354 | 14,800 | 121 | 174,918 | 35 | 4 | |
| Betterworks betterworks.com | 31% | 220 | 3,600 | 21 | 12,379 | 0 | ||
| Qualtrics 360 qualtrics.com Qualtrics 360 Development 6%, Qualtrics EmployeeXM 2%, Qualtrics XM 0% | 8% | 96 | 1,600 | 41 | 1,028,410 company | $21 | 66 | 5 |
| Lattice lattice.com | 6% | 625 | 90,500 | 13,900 | 122,123 | $1,328 | 120 | |
| FeedbackPulse feedbackpulse.com | 6% | 83 | 20 | 0 | 21,184 | 4 | ||
| Spidergap spidergap.com | 4% | 140 | 260 | 1 | 97 | 11 | ||
| Workhuman workhuman.com | 2% | 95 | 4,400 | 158 | 373,538 | $160,162 | 72 | |
| Centranum centranum.com | 2% | 2 | ||||||
| EchoSpan echospan.com | 2% | 45 | 140 | 0 | 104 | |||
| PerformYard performyard.com | 2% | 217 | 9,900 | 34 | 58,643 | $25 | 47 |
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 AmpBetterworksChangedCulture AmpCulture Amp, PerformYardagainst: Qualtrics 360 Development, Spidergapno first choiceagainst: 15Five, ClearCompany, Primalogik, SurveyMonkey, ThriveSparrow
Two alternatives
Lattice, WorkhumanThree alternatives
Culture Amp, Leapsome, Qualtrics 360 DevelopmentFour alternatives
Betterworks, Lattice, Qualtrics 360 Development, WorkhumanGPT-5.4 miniCulture AmpCulture Amp, LatticeChangedCulture Amp, Qualtrics 360 Development360 Unlimited Feedbackno first choicenothing named
Two alternatives
Leapsome, Qualtrics EmployeeXMOne alternative
WorkleapThree alternatives
ClearCompany, Lattice, PerformYardGemini 3.5 FlashBetterworksagainst: Workday Talent ManagementQualtrics 360 DevelopmentChangedBetterworksagainst: Qualtrics EmployeeXMEchoSpanagainst: Culture Amp, Latticeno first choiceagainst: Google Forms, Microsoft Forms, SAP SuccessFactors, SurveyMonkey, Typeform
Five alternatives
Culture Amp, Lattice, Leapsome, Qualtrics 360 Development, SpidergapThree alternatives
Betterworks, Culture Amp, LatticeFour alternatives
Culture Amp, Lattice, Questback, SpidergapTwo alternatives
Explorance Blue, SpidergapPerplexity SonarBetterworksBetterworksHeldCulture Amp, Qualtrics 360 DevelopmentWorkhumanagainst: Culture Amp, Workday Talent Managementno first choiceagainst: Spidergap, SurveyMonkey, Trakstar
Three alternatives
Culture Amp, Lattice, SpidergapFour alternatives
Culture Amp, EchoSpan, Engagedly, LatticeFour alternatives
Betterworks, EchoSpan, Lattice, Workday Peakon Employee VoiceOne alternative
BetterworksGrok 4.20Culture AmpCulture AmpHeldagainst: Primalogik, SpidergapCulture Ampagainst: 15Five, WorkhumanFeedbackPulseagainst: Betterworks, EchoSpan, Leapsome, Qualtrics EmployeeXM, Spidergapno first choiceagainst: 15Five, CustomInsight, EchoSpan, PerformYard, Pointerpro, Qualtrics 360 Development, Spidergap, SurveyMonkey, Teamflect
Three alternatives
Betterworks, Lattice, Qualtrics EmployeeXMThree alternatives
Betterworks, Lattice, Qualtrics 360 DevelopmentFour alternatives
Betterworks, Lattice, Leapsome, Qualtrics EmployeeXMThree alternatives
15Five, Culture Amp, LatticeMistral SmallBetterworksBetterworks, Culture AmpChangedBetterworksFeedbackPulseno first choiceagainst: EchoSpan, Qualtrics 360 Development, Spidergap, SurveyMonkey, ThriveSparrow
Two alternatives
Culture Amp, WorkhumanTwo alternatives
Medallia, Zonka FeedbackFour alternatives
Culture Amp, Lattice, Qualtrics EmployeeXM, SpidergapThree alternatives
Culture Amp, Lattice, LeapsomeDeepSeek V4 FlashBetterworks, Culture AmpBetterworks, Culture AmpHeldagainst: Latticeno first choiceCulture Amp, Qualtrics 360 Developmentagainst: Lattice, LeapsomeBetterworks, Culture Amp, Lattice, Qualtrics 360 Developmentagainst: FeedbackPulse, Qualaroo, Qualtrics EmployeeXM, SurveyMonkey, Teamflect
Five alternatives
EchoSpan, Lattice, Leapsome, Qualtrics 360 Development, SpidergapTwo alternatives
Qualtrics 360 Development, SAP SuccessFactorsEight alternatives
15Five, Betterworks, Culture Amp, EchoSpan, Lattice, Leapsome, Qualtrics 360 Development, SpidergapTwo alternatives
Betterworks, SpidergapTwo alternatives
EchoSpan, SpidergapLlama 4 MaverickBetterworksCentranumChangedno first choiceFeedbackPulseBetterworksagainst: Betterworks, Lattice, Qualtrics 360 Development, Spidergap
One alternative
Culture AmpFour alternatives
Culture Amp, Lattice, Leapsome, SpidergapTwo alternatives
Betterworks, WorkhumanTwo alternatives
Centranum, SogolyticsQwen 3.7 FlashCulture AmpCulture AmpHeldCulture Amp360Factorno first choiceagainst: Culture Amp, Spidergap
Three alternatives
Betterworks, Lattice, Small ImprovementsThree alternatives
15Five, Flourish, LatticeFour alternatives
Betterworks, Lattice, Qualtrics 360 Development, SpidergapThree alternatives
Culture Amp, Lattice, Qualtrics XMKimi K2BetterworksCulture AmpChangedagainst: EchoSpan, SpidergapBetterworksagainst: 15FiveSpidergapno first choiceagainst: Betterworks, Centranum, Qualtrics 360 Development, SAP SuccessFactorsagainst: Culture Amp, EchoSpan, Google Forms, Keka, Lattice, Qualtrics 360 Development, Spidergap, SurveyMonkey, ThriveSparrow
Two alternatives
Culture Amp, LatticeThree alternatives
Betterworks, Lattice, Qualtrics 360 DevelopmentFour alternatives
Culture Amp, Lattice, Leapsome, Qualtrics 360 DevelopmentTwo alternatives
Culture Amp, Qualtrics 360 DevelopmentTwo alternatives
Culture Amp, Workday Talent ManagementGLM 4.7 FlashXBetterworksQualtrics EmployeeXMChangedBetterworksCulture Amp, Latticeno first choiceagainst: Culture Amp, Google Forms, Lattice, SurveyMonkey
Three alternatives
Culture Amp, EchoSpan, SpidergapFour alternatives
Betterworks, Culture Amp, Lattice, SpidergapFour alternatives
Culture Amp, Lattice, Leapsome, Qualtrics EmployeeXMThree alternatives
Effy AI, Engagedly, SpidergapMiniMax M2.5Betterworks, Culture AmpBetterworksChangedno first choiceSpidergapno first choiceagainst: Spidergap, SurveyMonkey
Two alternatives
Lattice, Qualtrics 360 DevelopmentTwo alternatives
Engagedly, TeamspectiveFour alternatives
Betterworks, Culture Amp, Lattice, Qualtrics 360 DevelopmentFour alternatives
Betterworks, Centranum, Culture Amp, WorkhumanBold 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 19:17 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:38 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:01 | yes | 23 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:15 | yes | 20 | 7 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 21:34 | yes | 36 | 22 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:00 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:02 | yes | 8 | 13 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:24 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:54 | yes | 5 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:52 | yes | 15 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:42 | yes | 10 | 77 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:17 | yes | 6 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:45 | yes | 15 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:36 | yes | 3 | 8 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:02 | yes | 13 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 21:36 | 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 21:00 | yes | 24 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:38 | yes | 15 | 13 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:49 | yes | 23 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:35 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:12 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:56 | yes | 10 | 43 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:38 | yes | 10 | 54 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:05 | yes | 5 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:03 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:27 | yes | 8 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:19 | yes | 22 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 19:03 | 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 20:13 | yes | 18 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:41 | yes | 9 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:42 | yes | 23 | 24 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:10 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:34 | yes | 9 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:39 | yes | 19 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:20 | yes | 23 | 53 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:33 | yes | 23 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:58 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:26 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:42 | yes | 19 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 21:12 | yes | 20 | 6 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 20:35 | yes | 37 | 21 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:46 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:07 | yes | 22 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:38 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:35 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:45 | yes | 25 | 30 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:23 | yes | 26 | 88 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:03 | yes | 15 | 57 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:04 | yes | 17 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:33 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:30 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 21:17 | yes | 20 | 8 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 20:09 | yes | 13 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:36 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:37 | yes | 21 | 30 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 21:18 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:55 | yes | 19 | 44 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:51 | yes | 10 | 50 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:35 | yes | 5 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:45 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:44 | yes | 3 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:11 | yes | 12 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 19:42 | yes | 20 | 6 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 18:34 | yes | 21 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:09 | yes | 13 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:37 | yes | 25 | 25 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:22 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:20 | yes | 14 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:13 | yes | 20 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:47 | yes | 26 | 114 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:53 | yes | 12 | 38 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
Deel read as Deel HR
Effy read as Effy AI
Qualtrics read as Qualtrics 360 Development
Qualtrics (XM Platform) read as Qualtrics 360 Development
Qualtrics 360 read as Qualtrics 360 Development
Workday read as Workday Talent Management
Workday Peakon read as Workday Peakon Employee Voice
Unresolved, counted raw
360 Unlimited Feedback
360Factor (by Givens)
360Feedbacks
Flourish
Discontinued, still offered
No shut-down product was recommended here.