Affiliate and partner management
Asked as “affiliate marketing platform”, and as “affiliate program management tool”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
56%
Clear leader
56PartnerStack06UpPromote06impact.com32others
56% of first choices, clear leader.
Since October 2026▲+7Since October 2026: 49% → 56%, +7 points. Inside the 11-point floor: within noise.PartnerStack held the lead, +7 points on 49%, inside the 11-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
Rewardful16%Contested↗new leaderNew leader since October 2026: Rewardful (16%) replaces PartnerStack (25% then, 15% now), 1 point clear, inside the 11-point floor.Standing →Mid-market
PartnerStack56%Clear leader▲+7Since October 2026: 49% → 56%, +7 points. Inside the 11-point floor: within noise.This pageEnterprisePartnerStack38%Contested↗new leaderNew leader since October 2026: PartnerStack (38%) replaces impact.com (38% then, 34% now), 4 points clear, inside the 11-point floor.Standing →
Rewardful16%Contested↗new leaderNew leader since October 2026: Rewardful (16%) replaces PartnerStack (25% then, 15% now), 1 point clear, inside the 11-point floor.Standing →Mid-marketPartnerStack56%Clear leader▲+7Since October 2026: 49% → 56%, +7 points. Inside the 11-point floor: within noise.This pageEnterprisePartnerStack38%Contested↗new leaderNew leader since October 2026: PartnerStack (38%) replaces impact.com (38% then, 34% now), 4 points clear, inside the 11-point floor.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01PartnerStack56%6%52endorsed leader▲+7Since October 2026: 49% → 56%, +7 points. Inside the 11-point floor: within noise.49% → 56%
PartnerStack56%6%52endorsed leader▲+7Since October 2026: 49% → 56%, +7 points. Inside the 11-point floor: within noise.49% → 56%02
impact.com6%13%55accepted challenger▼−7Since October 2026: 13% → 6%, −7 points. Inside the 11-point floor: within noise.13% → 6%
impact.com6%13%55accepted challenger▼−7Since October 2026: 13% → 6%, −7 points. Inside the 11-point floor: within noise.13% → 6%03
UpPromote6%0%11accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%
UpPromote6%0%11accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%04Rewardful4%5%19accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Rewardful4%5%19accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%05
Post Affiliate Pro2%0%19accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Post Affiliate Pro2%0%19accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%06
Refersion2%0%17accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Refersion2%0%17accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%07
Tapfiliate2%5%21accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Tapfiliate2%5%21accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%08
Amazon Associates2%10%21accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Amazon Associates2%10%21accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the eight products at 0%, ordered by negative rate
16
ClickBank0%37%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ClickBank0%37%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14
ShareASale0%19%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ShareASale0%19%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%15
Everflow0%15%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Everflow0%15%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Rakuten Advertising0%10%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Rakuten Advertising0%10%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10CJ Affiliate0%8%26accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
09
Awin0%3%29accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Awin0%3%29accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%11
FirstPromoter0%0%12accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
FirstPromoter0%0%12accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%13
Trackdesk0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Trackdesk0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
PartnerStack vs Post Affiliate ProPartnerStack vs RefersionPartnerStack vs TapfiliatePartnerStack vs Amazon Associatesimpact.com vs UpPromoteimpact.com vs Rewardfulimpact.com vs Post Affiliate Proimpact.com vs Refersionimpact.com vs Tapfiliateimpact.com vs Amazon AssociatesUpPromote vs RewardfulUpPromote vs Post Affiliate ProUpPromote vs RefersionUpPromote vs TapfiliateUpPromote vs Amazon AssociatesRewardful vs Post Affiliate ProRewardful vs RefersionRewardful vs TapfiliateRewardful vs Amazon AssociatesPost Affiliate Pro vs RefersionPost Affiliate Pro vs TapfiliatePost Affiliate Pro vs Amazon AssociatesRefersion vs TapfiliateRefersion vs Amazon AssociatesTapfiliate vs Amazon Associates
One product takes 56% of first choices here, so the chart would put fifteen markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category.
What they warned about
Twelve of fourteen models held their first choice under the paraphrase. Qwen 3.7 Flash and GLM 4.7 FlashX 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.
ClickBank37%
7 of 19 labels negative · 7 of 14 models
“frequently flagged in scam-warning articles for hosting low-quality or overhyped offers ... Use selectively and vet individual products.” Grok 4.20, negative prompt
impact.com13%
7 of 55 labels negative · 6 of 14 models · 5 hard negative
“Low Trustpilot scores (around 1.2/5 from hundreds of reviews). Common issues include buggy/slow UI, lost commissions” Grok 4.20, negative prompt
ShareASale19%
4 of 21 labels negative · 3 of 14 models · 3 hard negative
“The Awin ShareAsale affiliate platform has an extremely poor reputation. In June 2025, they arbitrarily suspended my publisher account and withheld over $10,000 in commissions” Muse Glimmer 30B, negative prompt
PartnerStack6%
3 of 52 labels negative · 3 of 14 models · 2 hard negative
“Avoid enterprise platforms such as PartnerStack, which starts near $1,000/month” Perplexity Sonar, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
69 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. 693 links across 236 sites, every framing counted. Ranked by the number of answers carrying the site or page. 15 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.
23 answers · 23 citations · 10 models
vendor site · Shopify19 answers · 26 citations · 9 models
vendor site · Post Affiliate Pro16 answers · 20 citations · 8 models
vendor site · LinkedIn16 answers · 16 citations · 8 models
15 answers · 15 citations · 6 models
vendor site · Tapfiliate15 answers · 15 citations · 8 models
vendor site · LinkJolt14 answers · 14 citations · 6 models
12 answers · 15 citations · 9 models
12 answers · 12 citations · 8 models
vendor site · PartnerStack11 answers · 19 citations · 6 models
vendor site · Rework11 answers · 16 citations · 8 models
10 answers · 14 citations · 7 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.
23 answers · 10 models
16 answers · 8 models
15 answers · 8 models
14 answers · 6 models
13 answers · 6 models
12 answers · 8 models
9 answers · 6 models
8 answers · 6 models
8 answers · 6 models
7 answers · 4 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 “affiliate marketing platform”, “best affiliate marketing platform”. 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 |
|---|---|---|---|---|---|---|---|---|
| PartnerStack partnerstack.com | 56% | 401 | 4,400 | 68 | 27,495 | 16 | 4 | |
| impact.com impact.com | 6% | 334 | 1,900 | 153 | 111,771 | $3,520 | 117 | 2 |
| UpPromote uppromote.com | 6% | 53 | 1,600 | 48 | 10,646 | 0 | ||
| Rewardful rewardful.com | 4% | 105 | 1,600 | 133,645 | 4,378 | 22 | 5 | |
| Shopify Collabs shopify.com | 4% | 72 | 5,400 | 78 | 3,486,997 | $3,351 | 110 | |
| GoAffPro goaffpro.com | 4% | 9 | 2,400 | 41 | 3,858 | 8 | ||
| Viral Loops viral-loops.com | 4% | 84 | 590 | 3 | 1,158 | 1 | ||
| LeadDyno leaddyno.com | 4% | 15 | 260 | 0 | 1,233 | 0 | ||
| Post Affiliate Pro postaffiliatepro.com | 2% | 60 | 390 | 5 | 84,963 | $329 | 19 | |
| Refersion refersion.com | 2% | 56 | 1,600 | 23 | 3,436 | 13 |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (linkjolt.io, partnerstack.com). The first result for “affiliate marketing platform” is clickbank.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 affiliate marketing platform for a mid-market B2B company?”Paraphrase“Which affiliate program management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top affiliate marketing platforms and how do they differ?”Budget-constrained“What is the best affiliate marketing platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an affiliate marketing platform. What should we look at?”Negative“Which affiliate marketing platforms should I avoid or be cautious about?”
Claude Haiku 4.5PartnerStackPartnerStackHeldno first choiceUpPromoteno first choiceagainst: ClickBank, Constant Contact, HubSpot, Kit, Mailchimp, MailerLite, Rewardful, Tapfiliate
Three alternatives
Reditus, Tapfiliate, impact.comThree alternatives
Post Affiliate Pro, Reditus, TapfiliateSeven alternatives
Amazon Associates, Awin, ClickBank, FlexOffers, PartnerStack, Partnerize, impact.comFour alternatives
FirstPromoter, GoAffPro, LinkJolt, Viral LoopsGPT-5.4 miniPartnerStackPartnerStackHeldno first choiceTapfiliateagainst: impact.comno first choiceagainst: Mavely
Two alternatives
Trackdesk, impact.comOne alternative
impact.comFive alternatives
Amazon Associates, Awin, CJ Affiliate, PartnerStack, impact.comThree alternatives
FirstPromoter, PartnerStack, RefersionGemini 3.5 FlashPartnerStackPartnerStackHeldno first choiceGoAffProagainst: CJ, ShareASale, impact.comno first choiceagainst: ClickBank, JVZoo, WarriorPlus
Four alternatives
Channeltivity, Everflow, Introw, impact.comFour alternatives
Everflow, FirstPromoter, Rewardful, impact.comSeven alternatives
AffiliateWP, Gumroad, Lemon Squeezy, PromoteKit, Rewardful, Solid Affiliate, UpPromotePerplexity SonarPartnerStackagainst: impact.comPartnerStackHeldno first choiceLeadDynoagainst: PartnerStackno first choiceagainst: ClickBank, JVZoo
Two alternatives
Everflow, ReditusFour alternatives
Everflow, Reditus, Trackdesk, impact.comTen alternatives
Amazon Associates, Awin, CJ Affiliate, PartnerStack, Refersion, ShareASale, ShopMy, Tapfiliate, Upfluence, impact.comFour alternatives
FirstPromoter, Refersion, ThirstyAffiliates, UpPromoteGrok 4.20PartnerStackPartnerStackHeldRefersion, Rewardfulagainst: Amazon Associates, Rakuten AdvertisingRewardful, Shopify Collabsagainst: Awin, Everflow, PartnerStack, impact.comno first choiceagainst: AdBlueMedia, ClickBank, Evander Affiliates, Fiverr Affiliates, Wealthy Affiliate, impact.com
Four alternatives
Awin, CJ Affiliate, Rewardful, impact.comFive alternatives
FirstPromoter, Refersion, Rewardful, Trackdesk, impact.comEight alternatives
Awin, CJ Affiliate, Everflow, PartnerStack, Post Affiliate Pro, Shopify Collabs, Tapfiliate, impact.comTwo alternatives
FirstPromoter, TrackdeskThree alternatives
PartnerStack, Refersion, impact.comMistral SmallPartnerStackPartnerStackHeldno first choiceAffiliatly, Post Affiliate Pro, Viral Loopsno first choicenothing named
Two alternatives
Scaleo, impact.comTwo alternatives
Refersion, TapfiliateDeepSeek V4 FlashPartnerStackPartnerStackHeldno first choiceLeadDynoimpact.comagainst: AdBlueMedia, CJ Affiliate, FlexOffers, PartnerStack
Three alternatives
Everflow, Scaleo, impact.comTwo alternatives
Scaleo, impact.comNine alternatives
Amazon Associates, Awin, CJ Affiliate, ClickBank, PartnerStack, Rakuten Advertising, Refersion, Tapfiliate, impact.comFive alternatives
AffiliateWP, Affonso, FirstPromoter, Rewardful, Shopify CollabsFour alternatives
Awin, CJ, Everflow, PartnerStackLlama 4 MaverickPartnerStackPartnerStackHeldno first choiceViral Loopsno first choicenothing named
Two alternatives
Awin, impact.comThree alternatives
Scaleo, Trackdesk, impact.comThree alternatives
BrandChamp, CJ, impact.comThree alternatives
Affiliatly, Refersion, TapfiliateQwen 3.7 FlashPartnerStack, impact.comPartnerStackChangedno first choiceRefersionagainst: CJ Affiliate, Rakuten Advertising, impact.comno first choiceagainst: Amazon Associates, ClickBank, Skimlinks
One alternative
Post Affiliate ProTwo alternatives
Post Affiliate Pro, impact.comThree alternatives
Post Affiliate Pro, Rewardful, UpPromoteKimi K2PartnerStackPartnerStackHeldno first choiceRewardful, UpPromoteagainst: Everflow, impact.comno first choiceagainst: 1xBet Partners, 1xBit Partners, Affili-One Network, Affiliati Network, Amerio Affiliates, Campeon Affiliates, Donbet, Freshbet/Goldenbet/MyStake, Horus Casino Affiliates, Locowin Affiliates, NumbersGame Casino, Wolfpack Partners
Three alternatives
Reditus, Trackdesk, impact.comThree alternatives
Everflow, Post Affiliate Pro, impact.comFive alternatives
Affonso, FirstPromoter, Shopify Collabs, Tapfiliate, ToltGLM 4.7 FlashXPartnerStack, impact.comPartnerStackChangedno first choiceShopify Collabs, Systeme.iono first choiceagainst: ClickBank
One alternative
AmbassadorThree alternatives
Everflow, Post Affiliate Pro, impact.comTen alternatives
Amazon Associates, Awin, CJ Affiliate, ClickBank, Fiverr Affiliate Program, Impact Radius, MaxBounty, Partnerize, Rakuten Advertising, ShareASaleFour alternatives
FirstPromoter, Rewardful, Tapfiliate, UpPromoteMiniMax M2.5PartnerStackPartnerStackHeldAwin, ClickBank, ShareASaleAmazon Associatesno first choicenothing named
One alternative
impact.comTwo alternatives
Post Affiliate Pro, TapfiliateFive alternatives
CJ Affiliate, Digistore24, PartnerStack, Travelpayouts, impact.comTwo alternatives
ClickBank, ShareASaleGPT-6 LunaPartnerStackPartnerStackHeldno first choiceagainst: ClickBank, ShareASaleUpPromoteno first choiceagainst: ShareASale
Two alternatives
Everflow, impact.comOne alternative
impact.comFive alternatives
Amazon Associates, Awin, CJ Affiliate, PartnerStack, impact.comTwo alternatives
Awin Access, RewardfulMuse Glimmer 30BPartnerStackPartnerStackHeldno first choiceGoAffProno first choiceagainst: 2Checkout, CJ Affiliate, formerly Commission Junction, ShareASale
Four alternatives
Ambassador, Reditus, Trackdesk, impact.comFour alternatives
FirstPromoter, Reditus, Rewardful, impact.comFive alternatives
PartnerStack, Refersion, Rewardful, Shopify Collabs, TapfiliateFive alternatives
Affiliatly, FirstPromoter, Referral Rocket, Rewardful, UpPromoteBold 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.
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 | 2026-11-01 11:40 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:03 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:10 | yes | 13 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:07 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:22 | yes | 10 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:52 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:06 | yes | 24 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:33 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:56 | yes | 5 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:52 | yes | 10 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:25 | yes | 15 | 16 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:16 | yes | 5 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:44 | yes | 3 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:17 | yes | 14 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:54 | yes | 10 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:23 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:56 | yes | 12 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:46 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:13 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:13 | yes | 5 | 22 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:48 | yes | 15 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:30 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:11 | yes | 5 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:09 | yes | 10 | 14 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:55 | yes | 14 | 36 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:26 | yes | 5 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:28 | yes | 2 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:51 | yes | 13 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:10 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:35 | yes | 7 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:29 | no | 0 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:30 | yes | 8 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:27 | yes | 10 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:57 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:50 | yes | 25 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:42 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:59 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:51 | yes | 19 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:12 | no | 0 | 198 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:24 | yes | 10 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:50 | yes | 7 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:55 | yes | 14 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:33 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:28 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:12 | yes | 5 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:16 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:18 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:47 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:26 | yes | 24 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:22 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:42 | no | 0 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:32 | yes | 9 | 15 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:50 | yes | 15 | 103 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:26 | no | 0 | 15 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:25 | yes | 3 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:08 | yes | 14 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:10 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:04 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:15 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:37 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:05 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:07 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:11 | yes | 24 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:14 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:23 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:49 | yes | 19 | 57 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:23 | yes | 15 | 30 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:47 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:48 | yes | 1 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:39 | yes | 13 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:43 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:16 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:39 | no | 0 | 15 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:30 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:29 | yes | 10 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:42 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:37 | yes | 22 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:08 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:10 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:10 | yes | 15 | 45 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:33 | yes | 11 | 59 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:12 | no | 0 | 23 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:02 | yes | 3 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:35 | yes | 21 | 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.
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