Affiliate and partner management for small business buyers
Asked as “affiliate marketing platform”, and as “affiliate program management tool”, on behalf of a small B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · Rewardful 17%
25PartnerStack17Rewardful08UpPromote50others
25% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: PartnerStack (22%) replaces Tapfiliate (23% then, 7% now), 15 points clear, past the 11-point floor.PartnerStack leads at 22%, replacing Tapfiliate, which led at 23% and stands at 7% now: 15 points clear, past the 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
PartnerStack25%Contested↗new leaderNew leader since September 2026: PartnerStack (22%) replaces Tapfiliate (23% then, 7% now), 15 points clear, past the 11-point floor.This pageMid-marketPartnerStack49%Clear leader▲+5Since September 2026: 42% → 47%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
impact.com38%Contested↗new leaderNew leader since September 2026: PartnerStack (36%) replaces impact.com (44% then, 36% now), 0 points clear, inside the 11-point floor.Standing →
PartnerStack25%Contested↗new leaderNew leader since September 2026: PartnerStack (22%) replaces Tapfiliate (23% then, 7% now), 15 points clear, past the 11-point floor.This pageMid-marketPartnerStack49%Clear leader▲+5Since September 2026: 42% → 47%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterpriseimpact.com38%Contested↗new leaderNew leader since September 2026: PartnerStack (36%) replaces impact.com (44% then, 36% now), 0 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01PartnerStack25%37%41criticized challenger▼−1Since September 2026: 23% → 22%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.23% → 22%
PartnerStack25%37%41criticized challenger▼−1Since September 2026: 23% → 22%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.23% → 22%02
Rewardful17%0%26accepted challenger▲+8Since September 2026: 10% → 17%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 17%
Rewardful17%0%26accepted challenger▲+8Since September 2026: 10% → 17%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 17%03
UpPromote8%0%12accepted challenger▲+7Since September 2026: 2% → 9%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 9%
UpPromote8%0%12accepted challenger▲+7Since September 2026: 2% → 9%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 9%04
Tapfiliate6%0%44accepted challenger▼−17Since September 2026: 23% → 7%, −17 points. Past the 11-point floor: movement. Read over the models both editions asked.23% → 7%
Tapfiliate6%0%44accepted challenger▼−17Since September 2026: 23% → 7%, −17 points. Past the 11-point floor: movement. Read over the models both editions asked.23% → 7%05
FirstPromoter6%0%16accepted challenger▲+1Since September 2026: 6% → 7%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 7%
FirstPromoter6%0%16accepted challenger▲+1Since September 2026: 6% → 7%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 7%06
GoAffPro6%0%11accepted challenger▼−1Since September 2026: 8% → 7%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 7%
GoAffPro6%0%11accepted challenger▼−1Since September 2026: 8% → 7%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 7%07
Amazon Associates4%29%14criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
Amazon Associates4%29%14criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%08
Refersion2%4%25accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Refersion2%4%25accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%09
Post Affiliate Pro2%8%25accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Post Affiliate Pro2%8%25accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%10
Trackdesk2%7%14accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Trackdesk2%7%14accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%11
ShareASale2%27%26criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
ShareASale2%27%26criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%12
LeadDyno2%10%10accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
LeadDyno2%10%10accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the four products at 0%, ordered by negative rate
15CJ Affiliate0%69%13criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
16impact.com0%64%28criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
impact.com0%64%28criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%14
ClickBank0%60%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
ClickBank0%60%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%13
Awin0%25%20criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Awin0%25%20criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 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-one head-to-head pages: the top seven products, each against each
PartnerStack vs RefersionPartnerStack vs AwinPartnerStack vs Rewardfulimpact.com vs Amazon Associatesimpact.com vs Tapfiliateimpact.com vs Refersionimpact.com vs Awinimpact.com vs RewardfulAmazon Associates vs TapfiliateAmazon Associates vs RefersionAmazon Associates vs AwinAmazon Associates vs RewardfulTapfiliate vs RefersionTapfiliate vs AwinTapfiliate vs RewardfulRefersion vs AwinRefersion vs RewardfulAwin vs Rewardful
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 →
0102030405060708091011121314C15
16Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01PartnerStack25%
PartnerStack25%02Rewardful17%
Rewardful17%03UpPromote8%
UpPromote8%04Tapfiliate6%
Tapfiliate6%05FirstPromoter6%
FirstPromoter6%06GoAffPro6%
GoAffPro6%07Amazon Associates4%
Amazon Associates4%08Refersion2%
Refersion2%09Post Affiliate Pro2%
Post Affiliate Pro2%10Trackdesk2%
Trackdesk2%11ShareASale2%
ShareASale2%12LeadDyno2%
LeadDyno2%13Awin0%
Awin0%14ClickBank0%
ClickBank0%15CJ Affiliate0%
16impact.com0%
impact.com0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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.
impact.com64%
18 of 28 labels negative · 11 of 14 models · 3 hard negative
“Platforms to Approach with Caution ... **1. Impact.com** ... Delayed payments (often by months), account suspensions without clear reasons, poor customer support” MiniMax M2.5, negative prompt
PartnerStack37%
15 of 41 labels negative · 8 of 14 models · 1 hard negative
“Platforms like PartnerStack or Impact.com (Enterprise tier) are designed for businesses with dedicated, full-time affiliate/partnership managers.” Gemini 3.5 Flash, negative prompt
ShareASale27%
7 of 26 labels negative · 7 of 14 models · 4 hard negative
“changes in its pricing structure and ecosystem make it less ideal for small, low-volume businesses today” Gemini 3.5 Flash, negative prompt
CJ Affiliate
69%
9 of 13 labels negative · 6 of 14 models · 3 hard negative
“Account locks, funds held indefinitely after contract termination, unresponsive support, payment freezes” MiniMax M2.5, negative 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. 1064 links across 247 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 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 · Tapfiliate53 answers · 100 citations · 14 models
vendor site · Modash46 answers · 70 citations · 12 models
vendor site · Post Affiliate Pro42 answers · 86 citations · 12 models
vendor site · Shopify39 answers · 54 citations · 13 models
29 answers · 29 citations · 11 models
21 answers · 26 citations · 10 models
17 answers · 21 citations · 7 models
vendor site · Guideflow17 answers · 18 citations · 8 models
vendor site · Rewardful14 answers · 30 citations · 7 models
vendor site · Rework13 answers · 25 citations · 6 models
vendor site · Digistore2413 answers · 17 citations · 9 models
vendor site · FirstPromoter12 answers · 17 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.
33 answers · 12 models
32 answers · 12 models
29 answers · 11 models
26 answers · 10 models
23 answers · 11 models
21 answers · 11 models
16 answers · 7 models
11 answers · 7 models
11 answers · 7 models
11 answers · 6 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 | 25% | 395 | 4,400 | 68 | 27,495 | 16 | 4 | |
| Rewardful rewardful.com | 17% | 68 | 1,600 | 133,645 | 4,378 | 22 | 5 | |
| UpPromote uppromote.com | 8% | 24 | 1,600 | 48 | 10,646 | 0 | ||
| Tapfiliate tapfiliate.com Tapfiliate 6%, Tapfiliate Launch 2% | 8% | 101 | 720 | 7 | 7,790 | $162 | 15 | |
| FirstPromoter firstpromoter.com | 6% | 66 | 590 | 9 | 797 | 12 | ||
| GoAffPro goaffpro.com | 6% | 18 | 2,400 | 41 | 3,858 | 8 | ||
| Affiliatly affiliatly.com | 4% | 12 | ||||||
| Amazon Associates amazon.com | 4% | 38 | 90,500 | 1,060 | 1,681,997,879 | $106,125 | 115 | |
| Referral Rock referralrock.com Referral Rock 2%, Referral Rocket 2% | 4% | 191 | 720 | 10 | 18,599 | 1 | ||
| Refersion refersion.com | 2% | 58 | 1,600 | 23 | 3,436 | 13 |
Google's top ten for the two searches hold 16 sites; 4 of them are among the sites the models cited here (digistore24.com, g2.com, modash.io, rewardful.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 small B2B company?”Paraphrase“Which affiliate program management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top affiliate marketing platforms for a small team and how do they differ?”Budget-constrained“What is the best affiliate marketing platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an affiliate marketing platform. What should we look at?”Negative“Which affiliate marketing platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5ShareASalePartnerStackChangedTrackdeskagainst: impact.comGoAffPro, UpPromoteno first choiceagainst: Commission Junction, Empower Network, Honey, Rakuten Advertising, ShareASale
Four alternatives
Awin, CJ Affiliate, Refersion, impact.comThree alternatives
LeadDyno, Reditus, TapfiliateFour alternatives
GoAffPro, Partnero, Tapfiliate, UpPromoteFour alternatives
Affonso, FirstPromoter, LeadDyno, TapfiliateGPT-5.4 miniFirstPromoteragainst: PartnerStackPost Affiliate ProChangedTapfiliateagainst: CJ Affiliate, impact.comRefersion Launchagainst: Post Affiliate Pro Starterno first choicenothing named
One alternative
TapfiliateOne alternative
PartnerStackOne alternative
PartnerStackOne alternative
Tapfiliate LaunchGemini 3.5 FlashFirstPromoteragainst: PartnerStackReditusChangedagainst: PartnerStack, impact.comFirstPromoter, RewardfulGoAffPro, Rewardfulagainst: CJ Affiliate, impact.comFirstPromoter, Rewardfulagainst: PartnerStack, impact.comagainst: CJ Affiliate, ClickBank, Digistore24, Everflow, JVZoo, PartnerStack, Rakuten Advertising, ShareASale, Voluum, impact.com
Three alternatives
Dub Partners, Reditus, RewardfulThree alternatives
FirstPromoter, Rewardful, TapfiliateFour alternatives
GoAffPro, Simple Affiliate, UpPromote, impact.comThree alternatives
Awin Access, FirstPromoter, UpPromoteThree alternatives
Post Affiliate Pro, Refersion, TapfiliatePerplexity SonarPartnerStackPartnerStackHeldTrackdesk, TracknowUpPromoteagainst: impact.comno first choiceagainst: Constant Contact, HubSpot, Kit, Mailchimp, MailerLite
Two alternatives
LeadDyno, TrackdeskTwo alternatives
Tapfiliate, TrackdeskFour alternatives
Affiliatly, Awin, Tapfiliate, impact.comThree alternatives
Affiliatly, Trackdesk, TracknowGrok 4.1 FastRewardfulagainst: PartnerStackTapfiliateChangedagainst: PartnerStackAwin, ShareASale, Tapfiliateagainst: CJ Affiliate, Post Affiliate Pro, Rakuten Advertising, TrackdeskReferral Rocketagainst: Awin, ShareASaleRefersionagainst: Amazon Associates, Awin, CJ Affiliate, Rakuten Advertising, impact.com
Two alternatives
Post Affiliate Pro, TapfiliateTwo alternatives
Post Affiliate Pro, RefersionOne alternative
RefersionTwo alternatives
LeadDyno, RewardfulFour alternatives
PartnerStack, Post Affiliate Pro, Rewardful, TapfiliateMistral SmallPartnerStackPartnerStackHeldAffiliatly, Tapfiliateagainst: Awin, TracknowAffiliatlyagainst: Amazon Associatesno first choiceagainst: ClickBank
Four alternatives
Awin, Referral Rock, Trackdesk, TracknowOne alternative
RefersionTwo alternatives
Modash, TrackdeskOne alternative
TapfiliateDeepSeek V4 FlashRewardfulagainst: PartnerStackReferral RockChangedagainst: LeadDyno, PartnerStackTapfiliateagainst: Awin, RefersionAffonsono first choiceagainst: Commission Junction, ShareASale, impact.comagainst: CJ Affiliate, ClickBank, Ultra Affiliates
Two alternatives
Partnero, TapfiliateTwo alternatives
FirstPromoter, Post Affiliate ProThree alternatives
GoAffPro, PartnerStack, Post Affiliate ProFive alternatives
Amazon Associates, FirstPromoter, LeadDyno, Post Affiliate Pro, RewardfulFour alternatives
PartnerStack, Post Affiliate Pro, Refersion, TapfiliateLlama 4 MaverickPartnerStack, TrackdeskPartnerStackChangedAffiliatlyUpPromoteno first choicenothing named
Two alternatives
Awin, TrackdeskThree alternatives
Awin, Trackdesk, TracknowThree alternatives
Affiliatly, LeadDyno, TapfiliateQwen 3.7 FlashPartnerStackPartnerStackHeldShopify Collabs, Tapfiliateagainst: impact.comAffiliatlyagainst: impact.comUpPromoteagainst: ShareASale, impact.comagainst: Amazon Associates, ClickBank, ShopMy
Three alternatives
Post Affiliate Pro, Referral Rock, TapfiliateThree alternatives
LeadFuze, Post Affiliate Pro, TapfiliateThree alternatives
Post Affiliate Pro, Refersion, RewardfulThree alternatives
Amazon Associates, Post Affiliate Pro, ShareASaleThree alternatives
GoAffPro, Refersion, TapfiliateKimi K2TapfiliateRewardfulChangedagainst: PartnerStackRefersion, Tapfiliateagainst: PartnerStack, impact.comSysteme.iono first choiceagainst: ClickBank, JVZoo, WarriorPlus, impact.com
Three alternatives
PartnerStack, Reditus, RewardfulOne alternative
TapfiliateOne alternative
ShareASaleFour alternatives
Amazon Associates, GoAffPro, ShareASale, UpPromoteThree alternatives
GoAffPro, LeadDyno, TapfiliateGLM 4.7 FlashXPartnerStackRewardfulChangedAmazon Associates, Refersion, ShareASale, Tapfiliateagainst: CJ Affiliate, PartnerStack, impact.comAmazon Associates, GoAffProagainst: Post Affiliate Prono first choicenothing named
Three alternatives
FirstPromoter, Refersion, impact.comFour alternatives
PartnerStack, Refersion, Tapfiliate, TrackdeskThree alternatives
GoAffPro, Post Affiliate Pro, UpPromoteTwo alternatives
Refersion, ShareASaleMiniMax M2.5Rewardful, Tapfiliateagainst: PartnerStackLeadDyno, RewardfulChangedagainst: PartnerStackUpPromoteagainst: CJ Affiliate, ShareASaleAmazon Associatesno first choiceagainst: impact.comagainst: Awin, CJ Affiliate, impact.com
One alternative
FirstPromoterFour alternatives
Awin, GoAffPro, Refersion, TapfiliateTwo alternatives
Affiliatly, ShareASaleGPT-6 LunaRewardfulPartnerStackChangedFirstPromoter, Rewardfulagainst: PartnerStackShopify Collabsagainst: AffiliateWPno first choiceagainst: Awin Access, ShareASale
Three alternatives
FirstPromoter, PartnerStack, TapfiliateOne alternative
RewardfulThree alternatives
Awin Access, Refersion, TapfiliateTwo alternatives
Partnero, RewardfulMuse Glimmer 30BPartnerStackPartnerStackHeldPost Affiliate Pro, Tapfiliateagainst: impact.comTapfiliate Launchno first choiceagainst: Amazon Associates, ClickBank, Digistore24, Gumroad
Two alternatives
Post Affiliate Pro, TapfiliateTwo alternatives
FirstPromoter, RewardfulFour alternatives
Awin, PartnerStack, Refersion, ShareASaleFour alternatives
AffiliateWP, Referral Rocket, Rewardful, TrackdeskBold 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 08:54 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:39 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:08 | yes | 11 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:42 | yes | 15 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:00 | yes | 24 | 6 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:11 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:41 | yes | 24 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:43 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:35 | yes | 7 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:28 | yes | 17 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:43 | yes | 17 | 18 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:19 | yes | 17 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:46 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:07 | yes | 15 | 14 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:21 | yes | 9 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:54 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:23 | yes | 15 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:26 | yes | 13 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:45 | yes | 23 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:34 | yes | 5 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:54 | yes | 23 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:39 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:42 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:14 | yes | 15 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:50 | yes | 25 | 26 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:35 | yes | 15 | 47 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:51 | yes | 2 | 20 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:20 | yes | 24 | 31 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:14 | yes | 17 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:44 | yes | 4 | 13 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:00 | yes | 22 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:26 | yes | 15 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:24 | yes | 23 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:43 | yes | 7 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:32 | yes | 25 | 46 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:38 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:35 | yes | 24 | 83 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:30 | yes | 15 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:12 | yes | 24 | 143 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:15 | yes | 13 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:38 | yes | 6 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:46 | yes | 14 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:37 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:45 | yes | 1 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:42 | yes | 19 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:50 | yes | 15 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:18 | yes | 22 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:13 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:46 | yes | 19 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:59 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:54 | yes | 19 | 56 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:00 | yes | 20 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:49 | yes | 15 | 15 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:11 | yes | 5 | 11 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:16 | yes | 4 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:10 | yes | 14 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:32 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:54 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:19 | yes | 11 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 13:16 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:24 | yes | 14 | 5 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:47 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:23 | yes | 10 | 17 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:57 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:30 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:08 | yes | 13 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:52 | yes | 13 | 47 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:48 | yes | 10 | 46 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:21 | yes | 2 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:56 | yes | 14 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:42 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:00 | yes | 4 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:56 | yes | 24 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 12:05 | yes | 16 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:33 | yes | 24 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:22 | yes | 12 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:00 | yes | 25 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:05 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:54 | yes | 14 | 55 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:49 | yes | 24 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:17 | yes | 23 | 28 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:13 | yes | 9 | 21 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:57 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:23 | yes | 23 | 36 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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