360 feedback for small business buyers
Asked as “360-degree feedback tool”, and as “multi-rater feedback software”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
24%
Contested · Spidergap 22%
24Effy AI22Spidergap16Small Improvements38others
24% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Effy AI (23%) replaces Primalogik (20% then, 15% now), 8 points clear, inside the 13-point floor.Effy AI leads at 23%, replacing Primalogik, which led at 20% and stands at 15% now: 8 points clear, inside the floor, so the swap reads as unsettled.
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.This pageMid-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.Standing →
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.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Effy AI24%0%48accepted challenger▲+14Since September 2026: 9% → 23%, +14 points. Past the 13-point floor: movement. Read over the models both editions asked.9% → 23%
Effy AI24%0%48accepted challenger▲+14Since September 2026: 9% → 23%, +14 points. Past the 13-point floor: movement. Read over the models both editions asked.9% → 23%02
Spidergap22%8%50accepted challenger▲+5Since September 2026: 14% → 19%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 19%
Spidergap22%8%50accepted challenger▲+5Since September 2026: 14% → 19%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 19%03
Small Improvements16%2%45accepted challenger▲+5Since September 2026: 11% → 17%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.11% → 17%
Small Improvements16%2%45accepted challenger▲+5Since September 2026: 11% → 17%, +5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.11% → 17%04
Primalogik13%0%41accepted challenger▼−6Since September 2026: 20% → 15%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.20% → 15%
Primalogik13%0%41accepted challenger▼−6Since September 2026: 20% → 15%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.20% → 15%05
FeedbackPulse5%0%20accepted challenger▼−5Since September 2026: 9% → 4%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 4%
FeedbackPulse5%0%20accepted challenger▼−5Since September 2026: 9% → 4%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.9% → 4%06Lattice5%59%41criticized challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 6%
Lattice5%59%41criticized challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 6%07
Trakstar2%8%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%
Trakstar2%8%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%08
Leapsome2%44%18criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
Leapsome2%44%18criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%09
15Five2%55%20criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
15Five2%55%20criticized 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 five products at 0%, ordered by negative rate
14Culture Amp0%85%20criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Culture Amp0%85%20criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%13
SurveyMonkey0%54%13criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
SurveyMonkey0%54%13criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%12
EchoSpan0%23%13accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%
EchoSpan0%23%13accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 0%10
G360 Surveys0%5%19accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
G360 Surveys0%5%19accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%11
Teamflect0%0%16accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Teamflect0%0%16accepted 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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Effy AI24%
Effy AI24%02Spidergap22%
Spidergap22%03Small Improvements16%
Small Improvements16%04Primalogik13%
Primalogik13%05FeedbackPulse5%
FeedbackPulse5%06Lattice5%
Lattice5%07Trakstar2%
Trakstar2%08Leapsome2%
Leapsome2%0915Five2%
15Five2%10G360 Surveys0%
G360 Surveys0%11Teamflect0%
Teamflect0%12EchoSpan0%
EchoSpan0%13SurveyMonkey0%
SurveyMonkey0%14Culture Amp0%
Culture Amp0%What they warned about
Three 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, 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.
Lattice59%
24 of 41 labels negative · 10 of 14 models · 8 hard negative
“Specific Tools/Categories to Avoid or Approach with Caution: Full Performance Management Suites (e.g., Lattice, 15Five, Leapsome, Betterworks, Culture Amp)” Grok 4.1 Fast, negative prompt
Culture Amp85%
17 of 20 labels negative · 9 of 14 models · 9 hard negative
“Enterprise‑only pricing (minimum ~$4,500/year), heavy people‑science features, complex setup and customization.” GLM 4.7 FlashX, negative prompt
SurveyMonkey54%
7 of 13 labels negative · 7 of 14 models · 2 hard negative
“Generic Survey Builders (e.g., SurveyMonkey, Typeform) **Verdict:** Avoid for anything beyond a one-off experiment.” Qwen 3.7 Flash, negative prompt
Leapsome44%
8 of 18 labels negative · 6 of 14 models · 3 hard negative
“What to avoid for a small team:** **Leapsome** and **Culture Amp**—their minimum contracts, complexity, and pricing make them poor fits” DeepSeek V4 Flash, comparative 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
78 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. 948 links across 154 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 · Betterworks55 answers · 56 citations · 11 models
vendor site · FirstHR54 answers · 67 citations · 12 models
vendor site · Workhuman49 answers · 50 citations · 12 models
vendor site · FeedbackPulse48 answers · 72 citations · 12 models
vendor site · Teamflect43 answers · 43 citations · 12 models
31 answers · 37 citations · 12 models
vendor site · CharlieHR30 answers · 30 citations · 10 models
vendor site · Effy28 answers · 57 citations · 11 models
27 answers · 31 citations · 11 models
26 answers · 26 citations · 11 models
vendor site · Intervue23 answers · 23 citations · 10 models
vendor site · Guideflow22 answers · 25 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.
55 answers · 11 models
51 answers · 11 models
49 answers · 12 models
41 answers · 11 models
34 answers · 10 models
30 answers · 10 models
29 answers · 12 models
26 answers · 11 models
23 answers · 10 models
22 answers · 9 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 |
|---|---|---|---|---|---|---|---|
| Effy effy.ai Effy AI 24% | 24% | 116 | 140 | 3 | 40,950 company | ||
| Spidergap spidergap.com | 22% | 109 | 260 | 1 | 97 | 11 | |
| Small Improvements small-improvements.com | 16% | 92 | 1,000 | 137 | 43,657 | 1 | |
| Primalogik primalogik.com | 13% | 63 | 260 | 0 | 8,664 | ||
| FeedbackPulse feedbackpulse.com | 5% | 73 | 20 | 0 | 21,184 | 4 | |
| Lattice lattice.com | 5% | 662 | 90,500 | 13,900 | 122,123 | $1,328 | 120 |
| AssessTEAM assessteam.com | 4% | 26 | 140 | 0 | 3,097 | 5 | |
| Trakstar trakstar.com | 2% | 46 | 2,900 | 59 | 11,914 | 0 | |
| ThriveSparrow thrivesparrow.com | 2% | 60 | 110 | 1 | 24,978 | 2 | |
| 36 Dollar 360 36dollar360.com | 2% | 1 |
Google's top ten for the three searches hold 20 sites; 1 of them are among the sites the models cited here (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 small B2B company?”Paraphrase“Which multi-rater feedback software would you recommend to a small business that sells to other businesses?”Comparative“What are the top 360 feedback tools for a small team and how do they differ?”Budget-constrained“What is the best 360-degree feedback tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a 360-degree feedback tool. What should we look at?”Negative“Which 360 feedback tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Effy AIPrimalogik, Small ImprovementsChangedPrimalogik, Small ImprovementsPrimalogik, ThriveSparrowno first choiceagainst: SurveyMonkey, Typeform
Four alternatives
AssessTEAM, BambooHR, Primalogik, SpidergapTwo alternatives
Effy AI, SpidergapSix alternatives
Engagedly, Google Forms, Lattice, Spidergap, SurveyMonkey, ThriveSparrowFour alternatives
AssessTEAM, Effy AI, Google Forms, Small ImprovementsGPT-5.4 miniLeapsomeagainst: Culture AmpSpidergapChangedagainst: Lattice15Five36 Dollar 360no first choicenothing named
Two alternatives
Lattice, TrakstarTwo alternatives
360review, EngagedlyFour alternatives
Culture Amp, Lattice, Primalogik, Small ImprovementsOne alternative
SpidergapGemini 3.5 FlashEffy AIagainst: LeapsomeAssessTEAM, SpidergapChangedSpidergapSpidergapagainst: Culture Amp, Lattice, Qualtrics 360 DevelopmentSpidergapagainst: Culture Amp, Lattice, Leapsomeagainst: Culture Amp, DecisionWise, Google Forms, Hogan Assessments, Korn Ferry, Lattice, Microsoft Forms, Qualtrics EmployeeXM, SAP SuccessFactors, Typeform, Workday Peakon Employee Voice
Three alternatives
Small Improvements, Spidergap, TeamflectTwo alternatives
Effy AI, TeamflectFour alternatives
CharlieHR, Primalogik, Small Improvements, TeamflectFive alternatives
AssessTEAM, Google Forms or Microsoft Forms, Launch 360, PeopleGoal, ThriveSparrowThree alternatives
CharlieHR, Effy AI, Small ImprovementsPerplexity SonarSmall ImprovementsPrimalogik, Small ImprovementsChangedSmall ImprovementsSmall Improvementsno first choiceagainst: Google Forms, SurveyMonkey
Three alternatives
EchoSpan, PerformYard, TrakstarTwo alternatives
SurveySensum, SurvicateFour alternatives
FeedbackPulse, PerformYard, Primalogik, SurveyMonkeyFour alternatives
Effy AI, Primalogik, Spidergap, TrakstarGrok 4.1 FastFeedbackPulse, Spidergapagainst: 15Five, Culture Amp, LatticePrimalogikChangedagainst: Synergita PerformEffy AI, G360 Surveys, Spidergap, Teamflectagainst: 15Five, LatticeEffy AIagainst: SurveyMonkeyno first choiceagainst: 15Five, Betterworks, Culture Amp, Lattice, Leapsome, PerformYard, Qualtrics EmployeeXM, Trakstar
Three alternatives
Effy AI, Primalogik, Small ImprovementsThree alternatives
Effy AI, Small Improvements, SpidergapTwo alternatives
Primalogik, Small ImprovementsTwo alternatives
FeedbackPulse, Google Forms + SheetsFive alternatives
Effy AI, Leapsome, PerformYard, Small Improvements, SpidergapMistral SmallAssessTEAM, PrimalogikTrakstarChangedagainst: Lattice, Leapsomeno first choiceEffy AI15Five, Lattice, TINYpulseagainst: Leapsome, Small Improvements, Spidergap
Two alternatives
Spidergap, TrakstarOne alternative
EchoSpanOne alternative
CharlieHRSix alternatives
BambooHR, Culture Amp, Glint, Leapsome, Peakon, ReflektiveDeepSeek V4 FlashSpidergapagainst: 15Five, Culture Amp, LatticeSpidergapHeldSpidergapagainst: Culture Amp, LeapsomeEffy AIagainst: LatticeSpidergapagainst: Culture Ampagainst: 15Five, Culture Amp, EchoSpan, Lattice, Spidergap, SurveyMonkey
Four alternatives
EchoSpan, Effy AI, FeedbackPulse, Small ImprovementsFour alternatives
EchoSpan, Effy AI, Lattice, TrakstarFour alternatives
15Five, 360review.io, Effy AI, LatticeTwo alternatives
Primalogik, SpidergapFour alternatives
G360 Surveys, Lattice, Leapsome, TeamflectLlama 4 Maverickno first choiceno first choiceHeldFeedbackPulse, Small ImprovementsEffy AIno first choicenothing named
Three alternatives
EchoSpan, Lattice, LeapsomeFour alternatives
Primalogik, Small Improvements, ThriveSparrow, TrakstarQwen 3.7 FlashLatticeLatticeHeldagainst: Culture AmpSpidergapEffy AIno first choiceagainst: SAP SuccessFactors, SurveyMonkey, Typeform, Workday
Two alternatives
FeedbackPulse, G360 SurveysTwo alternatives
Officevibe, RadicleFour alternatives
Effy AI, Lattice, Small Improvements, TeamflectTwo alternatives
SurveyMonkey, TrakstarKimi K2Small Improvementsagainst: Betterworks, Lattice, SAP SuccessFactorsSpidergapChangedagainst: LatticeEffy AIagainst: 15Five, LatticeEffy AIagainst: Culture Amp, Qualtrics 360 Developmentno first choiceagainst: EchoSpan, Lattice, SAP SuccessFactors, Spidergap, Workday
Four alternatives
15Five, Effy AI, Primalogik, SpidergapFour alternatives
15Five, Effy AI, G360 Surveys, PrimalogikFive alternatives
PerformYard, Primalogik, Small Improvements, Spidergap, TeamflectTwo alternatives
CharlieHR, TeamflectSix alternatives
Effy AI, G360 Surveys, Primalogik, Small Improvements, Spidergap, TeamflectGLM 4.7 FlashXEffy AI, Small Improvementsagainst: 15Five, LatticePrimalogik, Small ImprovementsChangedagainst: Culture Amp, LatticeEffy AIagainst: SurveyMonkeyFeedbackPulseno first choiceagainst: 15Five, Betterworks, Charlie, Cornerstone OnDemand, Culture Amp, EchoSpan, Engagedly, G360 Surveys, Lattice, Leapsome, PerformYard, Qualtrics EmployeeXM, Sage HR
Three alternatives
Effy AI, FeedbackPulse, SpidergapFive alternatives
FeedbackPulse, Lattice, Small Improvements, Spidergap, WorkleapThree alternatives
Effy AI, Primalogik, Small ImprovementsMiniMax M2.5Effy AI, Small ImprovementsPrimalogikChangedSpidergapagainst: LatticeEffy AIagainst: Culture Amp, Qualtrics 360 Development, Workday Peakon Employee Voiceno first choiceagainst: Culture Amp, Engagedly, Google Forms, Gusto, Lattice, Leapsome, Rippling, SurveyMonkey, UKG Pro
Three alternatives
G360 Surveys, Primalogik, SpidergapFour alternatives
FeedbackPulse, PerformYard, Small Improvements, SpidergapThree alternatives
Primalogik, Small Improvements, TeamflectTwo alternatives
Primalogik, TrakstarGPT-6 LunaSpidergapSmall ImprovementsChangedEffy AIagainst: 15FiveEffy AIno first choiceagainst: 15Five, Lattice, Qualtrics 360 Development, Spidergap
One alternative
15FiveOne alternative
15FiveThree alternatives
Small Improvements, Spidergap, TeamflectOne alternative
Google FormsMuse Glimmer 30BSpidergapFeedbackPulseChangedEffy AI, Small Improvementsagainst: LatticeEffy AISpidergapagainst: Latticeagainst: 15Five, Culture Amp, Lattice
Two alternatives
Effy AI, G360 SurveysFour alternatives
CustomerGauge, G360 Surveys, Primalogik, SpidergapTwo alternatives
FeedbackPulse, PrimalogikTwo alternatives
Primalogik, Small ImprovementsFour alternatives
Effy AI, G360 Surveys, Primalogik, Small ImprovementsBold 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 10:02 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:18 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:57 | yes | 18 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:53 | yes | 19 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:16 | yes | 16 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:29 | yes | 9 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:12 | yes | 18 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:46 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:12 | yes | 14 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:02 | yes | 10 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:51 | yes | 18 | 43 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:59 | yes | 9 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:03 | yes | 2 | 29 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:17 | yes | 18 | 30 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:37 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:04 | yes | 5 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:52 | yes | 10 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:54 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:44 | yes | 15 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:51 | yes | 13 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:44 | yes | 23 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:35 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:27 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:16 | yes | 10 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:30 | yes | 14 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:22 | yes | 13 | 52 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:22 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:05 | yes | 22 | 37 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:36 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:12 | yes | 6 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:05 | yes | 8 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:49 | yes | 20 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:15 | yes | 15 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:49 | yes | 8 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:15 | yes | 23 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:02 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:23 | yes | 14 | 61 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:20 | yes | 14 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:30 | yes | 18 | 38 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:34 | yes | 24 | 38 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:48 | yes | 6 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:13 | yes | 20 | 40 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:38 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:45 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:14 | yes | 15 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:58 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:35 | yes | 20 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:54 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:23 | yes | 20 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:22 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:42 | yes | 5 | 18 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:28 | yes | 6 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:56 | yes | 19 | 68 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:27 | yes | 5 | 14 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:56 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:58 | yes | 10 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:11 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:26 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:55 | yes | 14 | 32 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:58 | yes | 17 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:43 | yes | 13 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:17 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:03 | yes | 10 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:41 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:45 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:43 | yes | 13 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:23 | yes | 10 | 49 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:37 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:17 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:04 | yes | 13 | 33 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:56 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:54 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:11 | yes | 23 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:47 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:51 | yes | 12 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:39 | yes | 10 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:43 | yes | 18 | 57 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:05 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:09 | yes | 12 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:22 | yes | 14 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:12 | yes | 12 | 68 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:13 | yes | 13 | 35 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:22 | yes | 5 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:11 | yes | 17 | 49 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
Workday Peakon read as Workday Peakon Employee Voice
Unresolved, counted raw
360review
360review.io
Charlie
CustomerGauge
DecisionWise
Enterpret
Launch 360
Radicle
SurveySensum
Survicate
Synergita Perform
Discontinued, still offered
No shut-down product was recommended here.