Affiliate and partner management for enterprise buyers
Asked as “affiliate marketing platform”, and as “affiliate program management tool”, on behalf of an enterprise B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
38%
Contested · PartnerStack 34%
38impact.com34PartnerStack11Tapfiliate17others
38% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: PartnerStack (36%) replaces impact.com (44% then, 36% now), 0 points clear, inside the 11-point floor.PartnerStack leads at 36%, replacing impact.com, which led at 44% and stands at 36% now: 0 points clear, inside the floor, so the swap reads as unsettled. The verdict moved from clear leader to 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.
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.Standing →Mid-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.This page
PartnerStack25%Contested↗new leaderNew leader since September 2026: PartnerStack (22%) replaces Tapfiliate (23% then, 7% now), 15 points clear, past the 11-point floor.Standing →Mid-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.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01impact.com38%14%65endorsed leader▼−8Since September 2026: 44% → 36%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.44% → 36%
impact.com38%14%65endorsed leader▼−8Since September 2026: 44% → 36%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.44% → 36%02PartnerStack34%4%57endorsed leader▲+2Since September 2026: 34% → 36%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.34% → 36%
PartnerStack34%4%57endorsed leader▲+2Since September 2026: 34% → 36%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.34% → 36%03
Tapfiliate11%12%17accepted challenger▲+7Since September 2026: 4% → 11%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 11%
Tapfiliate11%12%17accepted challenger▲+7Since September 2026: 4% → 11%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 11%04
TUNE4%0%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
TUNE4%0%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%05
Partnerize2%5%20accepted challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%
Partnerize2%5%20accepted challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%06
Everflow2%5%19accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Everflow2%5%19accepted 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 five products at 0%, ordered by negative rate
11
ShareASale0%83%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
ShareASale0%83%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Rakuten Advertising0%40%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%
Rakuten Advertising0%40%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%09CJ Affiliate0%35%23criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
08
Awin0%32%28criticized 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%32%28criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Post Affiliate Pro0%0%11accepted challenger▼−6Since September 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 0%
Post Affiliate Pro0%0%11accepted challenger▼−6Since September 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 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 →
0102030405060708C09
1011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01impact.com38%
impact.com38%02PartnerStack34%
PartnerStack34%03Tapfiliate11%
Tapfiliate11%04TUNE4%
TUNE4%05Partnerize2%
Partnerize2%06Everflow2%
Everflow2%07Post Affiliate Pro0%
Post Affiliate Pro0%08Awin0%
Awin0%09CJ Affiliate0%
10Rakuten Advertising0%
Rakuten Advertising0%11ShareASale0%
ShareASale0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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.
ShareASale83%
10 of 12 labels negative · 8 of 14 models · 5 hard negative
“**Discontinued as of October 2025** – The platform has officially shut down and is forcing migration to Awin's Connect platform” DeepSeek V4 Flash, negative prompt
impact.com14%
9 of 65 labels negative · 7 of 14 models · 4 hard negative
“Why you would avoid the network model for predictability... impact.com e.g. Starter $30/mo + 2.5% on partner-driven sales” Muse Glimmer 30B, budget prompt
CJ Affiliate
35%
8 of 23 labels negative · 7 of 14 models
“Traditional affiliate networks like CJ Affiliate, Awin, or ShareASale charge variable overrides ... your software costs will skyrocket unpredictably” Gemini 3.5 Flash, budget prompt
ClickBank100%
6 of 6 labels negative · 6 of 14 models · 6 hard negative
“**Why avoid**: Primarily geared toward digital products ... with a reputation for low-quality, spammy affiliates” Grok 4.1 Fast, 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
79 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. 1140 links across 290 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 · Tapfiliate48 answers · 85 citations · 12 models
vendor site · Modash36 answers · 56 citations · 11 models
vendor site · Rework28 answers · 48 citations · 11 models
vendor site · Post Affiliate Pro28 answers · 42 citations · 11 models
26 answers · 26 citations · 10 models
vendor site · impact.com23 answers · 36 citations · 10 models
21 answers · 27 citations · 9 models
19 answers · 25 citations · 9 models
vendor site · Guideflow19 answers · 22 citations · 8 models
18 answers · 18 citations · 7 models
vendor site · Track36017 answers · 22 citations · 8 models
17 answers · 18 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.
27 answers · 11 models
26 answers · 10 models
25 answers · 10 models
22 answers · 11 models
18 answers · 7 models
17 answers · 8 models
15 answers · 7 models
14 answers · 6 models
14 answers · 8 models
12 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “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 |
|---|---|---|---|---|---|---|---|---|
| impact.com impact.com | 38% | 256 | 1,900 | 153 | 111,771 | $3,520 | 117 | 2 |
| PartnerStack partnerstack.com | 34% | 395 | 4,400 | 68 | 27,495 | 16 | 4 | |
| Tapfiliate tapfiliate.com | 11% | 101 | 720 | 7 | 7,790 | $162 | 15 | |
| Trackdesk trackdesk.com | 8% | 33 | 260 | 5 | 2,897 | 5 | ||
| TUNE tune.com | 4% | 15 | 40,500 | 161,763 | 2,682 | 5 | ||
| Partnerize partnerize.com | 2% | 28 | 1,600 | 294,041 | 28,889 | 3 | ||
| Everflow everflow.io | 2% | 34 | 3,600 | 140 | 1,533 | |||
| Reditus getreditus.com | 2% | 20 | 390 | 25 | 611 | 1 | ||
| Post Affiliate Pro postaffiliatepro.com | 0% | 50 | 390 | 5 | 84,963 | $329 | 19 | |
| Awin awin.com | 0% | 76 | 12,100 | 154 | 15,163 | 14 |
Google's top ten for the two searches hold 16 sites; 3 of them are among the sites the models cited here (g2.com, impact.com, modash.io). 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 an enterprise B2B company?”Paraphrase“Which affiliate program management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade affiliate marketing platforms and how do they differ?”Budget-constrained“What is the best affiliate marketing platform 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 an affiliate marketing platform. What should we look at?”Negative“Which affiliate marketing platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5PartnerStackPartnerStack, impact.comChangedimpact.comTrackdeskagainst: impact.comno first choiceagainst: FirstPromoter
One alternative
impact.comTwo alternatives
Everflow, PartnerizeFour alternatives
Awin, CJ Affiliate, PartnerStack, PartnerizeTwo alternatives
Modash, TapfiliateGPT-5.4 miniPartnerStack, impact.comimpact.comChangedimpact.comTUNEno first choicenothing named
One alternative
EverflowTwo alternatives
PartnerStack, TUNEFive alternatives
Awin, CJ Affiliate, Everflow, PartnerStack, Rakuten AdvertisingOne alternative
impact.comGemini 3.5 FlashPartnerStackPartnerStackHeldimpact.comEverflowagainst: Awin, CJ Affiliate, ShareASaleimpact.comagainst: CJ Affiliate, Rakuten Advertisingagainst: AffiliateWP, ClickBank, GoAffPro, JVZoo, ShareASale, UpPromote, WarriorPlus
Three alternatives
Everflow, Impartner, impact.comTwo alternatives
Impartner PRM, impact.comSix alternatives
Awin, CJ Affiliate, Everflow, PartnerStack, Partnerize, TUNETwo alternatives
Partnero, TUNETwo alternatives
Everflow, PartnerStackPerplexity SonarPartnerStackimpact.comChangedimpact.comimpact.comagainst: Rewardful, Tapfiliateno first choiceagainst: Commission Junctionagainst: ClickBank, Rewardful, Tapfiliate
Three alternatives
Everflow, Partnerize, impact.comOne alternative
PartnerStackFour alternatives
Ambassador, Everflow, PartnerStack, PartnerizeOne alternative
PartnerStackGrok 4.1 FastPartnerStackimpact.comChangedimpact.comTapfiliateagainst: Awin, CJ, Refersion, impact.comPartnerStack, impact.comagainst: Amazon Associates, AvantLink, CJ Affiliate, ClickBank, FlexOffers, ShareASale
Two alternatives
Partnerize, impact.comTwo alternatives
PartnerStack, TUNEFive alternatives
Awin, CJ Affiliate, PartnerStack, Rakuten Advertising, RefersionThree alternatives
PartnerStack, Post Affiliate Pro, TrackdeskTwo alternatives
CJ Affiliate, Rakuten AdvertisingMistral SmallPartnerStackPartnerStack, impact.comChangedimpact.comTapfiliate, Trackdeskno first choiceagainst: Rakuten Advertising, Search4Clicks, Synervation.net
One alternative
TrackdeskOne alternative
PartnerizeDeepSeek V4 FlashPartnerStackimpact.comChangedimpact.comTapfiliateagainst: impact.comno first choiceagainst: CJ Affiliate, PartnerStack, ShareASale, impact.com
Two alternatives
Everflow, impact.comOne alternative
PartnerStackFive alternatives
Awin, CJ Affiliate, PartnerStack, Partnerize, Rakuten AdvertisingOne alternative
PartnerStackLlama 4 MaverickPartnerStackReditusChangedimpact.comTapfiliateno first choicenothing named
One alternative
ReditusTwo alternatives
PartnerStack, RewardfulTwo alternatives
Everflow, GoAffProOne alternative
PartnerStackQwen 3.7 Flashimpact.comimpact.comHeldagainst: CJ AffiliatePartnerStack, impact.comTrackdeskagainst: CJ, ClickBank, Rakuten Advertising, impact.comno first choicenothing named
Three alternatives
PartnerStack, Post Affiliate Pro, RefersionOne alternative
PartnerStackFour alternatives
Awin, CJ Affiliate, Post Affiliate Pro, Rakuten AdvertisingThree alternatives
Post Affiliate Pro, Rewardful, TapfiliateKimi K2PartnerStackagainst: Awin, CJ, Rakuten AdvertisingPartnerStackHeldimpact.comagainst: Rakuten Advertising, ShareASaleTrackdeskagainst: Awin, Everflow, PartnerStack, ShareASale, impact.comPartnerize, impact.comagainst: Awin, CJ Affiliate, ClickBank, JVZoo, WarriorPlus, impact.com
Two alternatives
Partnerize, impact.comOne alternative
impact.comFour alternatives
Awin, CJ Affiliate, Partnerize, TUNETwo alternatives
Post Affiliate Pro, TapfiliateTwo alternatives
Awin, PartnerStackGLM 4.7 FlashXPartnerStackagainst: Awinimpact.comChangedimpact.comimpact.comno first choiceagainst: Awin, ShareASale
Three alternatives
Post Affiliate Pro, Tapfiliate, impact.comTwo alternatives
PartnerStack, TrackdeskFour alternatives
Awin, PartnerStack, Partnerize, TapfiliateOne alternative
PartnerStackMiniMax M2.5PartnerStackimpact.comChangedagainst: LeadDyno, Rakuten Advertising, Refersionimpact.comTapfiliateagainst: Refersionno first choiceagainst: CJ Affiliate, Rakuten Advertising, ShareASale, impact.com
Three alternatives
Modash, Reditus, TapfiliateTwo alternatives
CJ Affiliate, PartnerizeFour alternatives
Awin, CJ Affiliate, PartnerStack, Rakuten AdvertisingThree alternatives
Everflow, PartnerStack, impact.comGPT-6 LunaPartnerStack, impact.comimpact.comChangedno first choiceTUNEno first choiceagainst: Honey, PayPal, ShareASale
One alternative
PartnerizeOne alternative
PartnerStackOne alternative
impact.comMuse Glimmer 30BPartnerStack, impact.comimpact.comChangedPartnerStack, impact.comTapfiliateagainst: Awin, Partnerize, Refersion, impact.comno first choiceagainst: Awin, CJ Affiliate, ClickBank, Rakuten Advertising, ShareASale
One alternative
PartnerStackThree alternatives
Awin, CJ Affiliate, Rakuten AdvertisingTwo alternatives
Post Affiliate Pro, 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 12:43 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:57 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:01 | yes | 20 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:58 | yes | 16 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:20 | yes | 21 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:12 | yes | 5 | 2 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:23 | yes | 18 | 68 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:50 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:39 | no | 0 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:18 | yes | 20 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:21 | yes | 21 | 87 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:43 | yes | 5 | 13 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:35 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:09 | yes | 14 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:26 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:05 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:56 | yes | 14 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:54 | yes | 12 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:55 | yes | 24 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:27 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:27 | yes | 25 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:53 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:20 | yes | 10 | 68 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:34 | yes | 19 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:05 | yes | 23 | 26 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:18 | no | 0 | 45 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:41 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:41 | yes | 24 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:41 | yes | 19 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:55 | yes | 8 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:01 | yes | 20 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:59 | yes | 17 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:14 | yes | 24 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:04 | yes | 5 | 4 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:49 | yes | 23 | 44 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:27 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 14:12 | yes | 10 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:51 | yes | 23 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:23 | yes | 25 | 41 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:01 | yes | 9 | 26 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:34 | yes | 6 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:06 | yes | 24 | 49 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:20 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:51 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:09 | yes | 25 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 12:00 | yes | 19 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:21 | yes | 21 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:13 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:40 | yes | 22 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:34 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 14:02 | yes | 5 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:40 | yes | 23 | 36 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:53 | yes | 22 | 55 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:19 | yes | 14 | 39 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:24 | yes | 2 | 20 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:18 | yes | 18 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:03 | yes | 18 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:37 | yes | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:05 | yes | 9 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:30 | yes | 20 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:15 | yes | 16 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:42 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:43 | yes | 25 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:33 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:06 | no | 0 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:22 | yes | 24 | 39 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:45 | yes | 13 | 88 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:56 | yes | 5 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:05 | yes | 3 | 27 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:26 | yes | 14 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:05 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 14:11 | yes | 4 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:16 | yes | 16 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:20 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:17 | yes | 23 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:32 | yes | 14 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:51 | yes | 23 | 51 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:03 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:39 | yes | 15 | 44 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:58 | yes | 24 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:43 | yes | 21 | 42 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:12 | yes | 23 | 35 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:02 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:55 | yes | 22 | 39 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
Rakuten read as Rakuten Advertising
Unresolved, counted raw
AvantLink
Income Access
Post Affiliate Pro Enterprise
Search4Clicks
Synervation.net
Discontinued, still offered
No shut-down product was recommended here.