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. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
38%
Contested · impact.com 34%
38PartnerStack34impact.com06Tapfiliate22others
38% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: PartnerStack (38%) replaces impact.com (38% then, 34% now), 4 points clear, inside the 11-point floor.PartnerStack leads at 38%, replacing impact.com, which led at 38% and stands at 34% now: 4 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
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.Standing →EnterprisePartnerStack38%Contested↗new leaderNew leader since October 2026: PartnerStack (38%) replaces impact.com (38% then, 34% now), 4 points clear, inside the 11-point floor.This page
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.Standing →EnterprisePartnerStack38%Contested↗new leaderNew leader since October 2026: PartnerStack (38%) replaces impact.com (38% then, 34% now), 4 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 October 2026
01PartnerStack38%6%65endorsed leader▲+4Since October 2026: 34% → 38%, +4 points. Inside the 11-point floor: within noise.34% → 38%
PartnerStack38%6%65endorsed leader▲+4Since October 2026: 34% → 38%, +4 points. Inside the 11-point floor: within noise.34% → 38%02
impact.com34%10%71endorsed leader▼−4Since October 2026: 38% → 34%, −4 points. Inside the 11-point floor: within noise.38% → 34%
impact.com34%10%71endorsed leader▼−4Since October 2026: 38% → 34%, −4 points. Inside the 11-point floor: within noise.38% → 34%03
Tapfiliate6%32%19criticized challenger▼−5Since October 2026: 11% → 6%, −5 points. Inside the 11-point floor: within noise.11% → 6%
Tapfiliate6%32%19criticized challenger▼−5Since October 2026: 11% → 6%, −5 points. Inside the 11-point floor: within noise.11% → 6%04
Everflow4%0%38accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Everflow4%0%38accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%05
TUNE4%0%15accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
TUNE4%0%15accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%06
Partnerize2%5%19accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Partnerize2%5%19accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%07
Post Affiliate Pro2%0%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Post Affiliate Pro2%0%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
10CJ Affiliate0%50%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
09
Rakuten Advertising0%30%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Rakuten Advertising0%30%27criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Awin0%15%27accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Awin0%15%27accepted 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
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
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 →
010203040506070809C10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01PartnerStack38%
PartnerStack38%02impact.com34%
impact.com34%03Tapfiliate6%
Tapfiliate6%04Everflow4%
Everflow4%05TUNE4%
TUNE4%06Partnerize2%
Partnerize2%07Post Affiliate Pro2%
Post Affiliate Pro2%08Awin0%
Awin0%09Rakuten Advertising0%
Rakuten Advertising0%10CJ Affiliate0%
What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, 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.
CJ Affiliate
50%
13 of 26 labels negative · 9 of 14 models · 2 hard negative
“has Trustpilot rating of only 1.5/5 with complaints about: Withholding payments, Poor customer service” Kimi K2, negative prompt
Rakuten Advertising30%
8 of 27 labels negative · 6 of 14 models · 1 hard negative
“Network overrides (often 20–30% of commissions) and revenue-based pricing. Very unpredictable.” DeepSeek V4 Flash, budget prompt
Tapfiliate32%
6 of 19 labels negative · 6 of 14 models · 1 hard negative
“Entry-Level / SMB-Focused Self-Serve Apps (e.g., Refersion, LeadDyno, Tapfiliate, UpPromote) * Why to avoid:” Gemini 3.5 Flash, negative prompt
impact.com10%
7 of 71 labels negative · 6 of 14 models · 1 hard negative
“What to avoid for your specific need: impact.com — Uses *flat fee plus percentage of revenue*” DeepSeek V4 Flash, 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
76 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. 895 links across 272 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.
vendor site · Tapfiliate36 answers · 47 citations · 11 models
vendor site · LinkedIn28 answers · 35 citations · 7 models
vendor site · Rework25 answers · 35 citations · 11 models
vendor site · LinkJolt24 answers · 25 citations · 10 models
vendor site · PartnerStack21 answers · 40 citations · 8 models
vendor site · impact.com21 answers · 34 citations · 8 models
20 answers · 23 citations · 10 models
20 answers · 20 citations · 9 models
vendor site · Track36016 answers · 17 citations · 8 models
vendor site · Post Affiliate Pro15 answers · 21 citations · 9 models
15 answers · 15 citations · 7 models
13 answers · 13 citations · 6 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
26 answers · 7 models
22 answers · 10 models
22 answers · 9 models
21 answers · 10 models
20 answers · 9 models
15 answers · 7 models
13 answers · 6 models
11 answers · 7 models
11 answers · 6 models
9 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 | 38% | 401 | 4,400 | 68 | 27,495 | 16 | 4 | |
| impact.com impact.com | 34% | 334 | 1,900 | 153 | 111,771 | $3,520 | 117 | 2 |
| Tapfiliate tapfiliate.com | 6% | 81 | 720 | 7 | 7,790 | $162 | 15 | |
| Everflow everflow.io | 4% | 66 | 3,600 | 140 | 1,533 | |||
| TUNE tune.com | 4% | 13 | 40,500 | 161,763 | 2,682 | 5 | ||
| Scaleo scaleo.io | 4% | 19 | ||||||
| Partnerize partnerize.com | 2% | 26 | 1,600 | 294,041 | 28,889 | 3 | ||
| Post Affiliate Pro postaffiliatepro.com | 2% | 60 | 390 | 5 | 84,963 | $329 | 19 | |
| Impartner PRM impartner.com | 2% | 312 | 110 | 1 | 63,020 | 7 | ||
| AffiliateWP affiliatewp.com | 2% | 14 |
Google's top ten for the two searches hold 16 sites; 3 of them are among the sites the models cited here (impact.com, 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 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 4.5PartnerStackimpact.comChangedPartnerStack, impact.comTrackdeskno first choiceagainst: Amazon Associates, CJ Affiliate, impact.com
One alternative
impact.comTwo alternatives
Ambassador, PartnerStackFive alternatives
Awin, CJ Affiliate, Partnerize, Rakuten Advertising, ShareASaleTwo alternatives
PartnerStack, TapfiliateGPT-5.4 miniPartnerStackimpact.comChangedimpact.comTUNEno first choicenothing named
Three alternatives
Everflow, TUNE, impact.comOne alternative
TUNEThree alternatives
CJ Affiliate, Partnerize, Rakuten AdvertisingOne alternative
impact.comGemini 3.5 FlashPartnerStackagainst: CJ Affiliate, Rakuten Advertising, ShareASalePartnerStackHeldPartnerize, impact.comEverflowagainst: Awin, CJ Affiliate, Rakuten Advertisingno first choiceagainst: ClickBank, JVZoo, LeadDyno, MaxBounty, Refersion, Tapfiliate, UpPromote
Three alternatives
Everflow, Impartner PRM, impact.comThree alternatives
Impartner PRM, TUNE, impact.comSix alternatives
Awin, CJ, Everflow, PartnerStack, Rakuten Advertising, TUNEThree alternatives
Post Affiliate Pro, TUNE, impact.comPerplexity SonarPartnerStackagainst: ReditusPartnerStackHeldagainst: Trackdeskimpact.comTapfiliateagainst: impact.comno first choiceagainst: Amazon Associates, Awin, FlexOffers, PartnerStack, ShareASale, Tapfiliate, Trackdesk
Two alternatives
Everflow, impact.comTwo alternatives
Everflow, impact.comSix alternatives
Awin, CJ Affiliate, Everflow, PartnerStack, Partnerize, Rakuten AdvertisingTwo alternatives
Everflow, PartnerStackGrok 4.20PartnerStackimpact.comChangedagainst: Awin, CJ Affiliateimpact.comimpact.comagainst: Tapfiliateno first choiceagainst: CJ Affiliate, Rakuten Advertising, ShareASale
Four alternatives
Awin, CJ Affiliate, Everflow, impact.comOne alternative
PartnerStackFour alternatives
Awin, CJ Affiliate, Everflow, PartnerStackFour alternatives
Everflow, PartnerStack, Post Affiliate Pro, Rakuten AdvertisingMistral SmallPartnerStackPartnerStack, impact.comChangedimpact.comPartnerStack, impact.comagainst: Awin, CJ Affiliate, Refersion, Tapfiliateno first choiceagainst: PartnerStack, Rewardful, impact.com
Two alternatives
Scaleo, impact.comOne alternative
EverflowFive alternatives
Awin, CJ Affiliate, Everflow, PartnerStack, Rakuten AdvertisingOne alternative
EverflowDeepSeek V4 FlashPartnerStackimpact.comChangedimpact.comPost Affiliate Proagainst: CJ Affiliate, GoAffPro, Partnerize, Rakuten Advertising, Refersion, UpPromote, impact.comimpact.comagainst: CJ Affiliate, Rakuten Advertisingagainst: AdBlueMedia, CJ Affiliate, ClickBank, impact.com
One alternative
impact.comTwo alternatives
Everflow, PartnerStackSix alternatives
Awin, CJ Affiliate, Everflow, PartnerStack, Partnerize, Rakuten AdvertisingOne alternative
TapfiliateTwo alternatives
Awin, PartnerStackLlama 4 MaverickScaleoScaleoHeldScaleoagainst: Refersion, Tapfiliate, UpPromoteno first choiceno first choiceagainst: PartnerStack, Rewardful
Four alternatives
Everflow, PartnerStack, Reditus, impact.comFour alternatives
Ambassador, PartnerStack, Tapfiliate, impact.comFive alternatives
Awin, CJ, FirstPromoter, PartnerStack, impact.comQwen 3.7 FlashPartnerStack, impact.comimpact.comChangedimpact.comEverflow, Tapfiliateagainst: CJ Affiliate, Rakuten Advertising, ShareASale, impact.comno first choiceagainst: Amazon Associates, ClickBank, Honey, MaxBounty, RetailMeNot / Coupons.com
One alternative
Post Affiliate ProThree alternatives
Everflow, Impartner PRM, PartnerStackFour alternatives
CJ Affiliate, PartnerStack, Post Affiliate Pro, Rakuten AdvertisingKimi K2PartnerStackImpartner PRMChangedimpact.comTUNEagainst: PartnerStack, Rewardfulimpact.comagainst: AdBlueMedia, CJ Affiliate, ClickBank, JVZoo, WarriorPlus
Two alternatives
Everflow, impact.comTwo alternatives
PartnerStack, impact.comSix alternatives
Awin, CJ Affiliate, PartnerStack, Partnerize, Rakuten Advertising, TUNETwo alternatives
Post Affiliate Pro, impact.comTwo alternatives
PartnerStack, Post Affiliate ProGLM 4.7 FlashXPartnerStackimpact.comChangedimpact.comPartnerizeno first choiceagainst: Clickbooth, Effen Ads, LeadClick Media
Three alternatives
Ambassador, Rewardful, impact.comThree alternatives
Everflow, PartnerStack, TapfiliateSeven alternatives
Awin, Everflow, PartnerStack, Phonexa, Refersion, Scaleo, TapfiliateTwo alternatives
Tapfiliate, impact.comMiniMax M2.5PartnerStack, impact.comimpact.comChangedPartnerStack, impact.comAffiliateWPimpact.comagainst: Ascend, CJ Affiliate, Commission Junctionagainst: Shopify-affiliate apps
One alternative
EverflowTwo alternatives
Ambassador, PartnerStackFour alternatives
Awin, CJ Affiliate, Everflow, Rakuten AdvertisingThree alternatives
PartnerStack, Partnero, impact.comTwo alternatives
Partnerize, Rakuten AdvertisingGPT-6 LunaPartnerStack, impact.comPartnerStackChangedno first choicePartnerStackno first choiceagainst: Capital One Shopping, Honey, Rakuten Advertising
One alternative
impact.comOne alternative
TUNEMuse Glimmer 30BPartnerStackimpact.comChangedPartnerize, impact.comTapfiliateno first choiceagainst: CJ Affiliate, Rakuten Advertising, Tapfiliate, impact.com
Two alternatives
Reditus, impact.comOne alternative
PartnerStackFour alternatives
Awin, CJ Affiliate, Everflow, PartnerStackOne alternative
Post Affiliate ProBold 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 13:43 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:39 | yes | 4 | 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 12:41 | yes | 11 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:16 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:05 | yes | 5 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:07 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:16 | yes | 24 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:46 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:38 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:20 | yes | 10 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:10 | yes | 9 | 11 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:22 | yes | 5 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:11 | yes | 2 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:17 | yes | 14 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:44 | yes | 19 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:01 | yes | 4 | 7 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 17:33 | yes | 7 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:47 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:43 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:59 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:21 | yes | 22 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:57 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:05 | yes | 5 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:34 | yes | 20 | 55 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:01 | yes | 15 | 15 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:20 | yes | 5 | 101 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:38 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:24 | yes | 13 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:35 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:30 | yes | 5 | 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 12:37 | yes | 5 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:15 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:03 | yes | 10 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:30 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:26 | yes | 24 | 48 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:00 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:35 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:14 | yes | 15 | 60 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:36 | yes | 25 | 30 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:26 | yes | 5 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:08 | yes | 8 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:42 | yes | 15 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:50 | yes | 19 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:47 | yes | 5 | 5 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 12:13 | no | 0 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:24 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:03 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:48 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:26 | yes | 25 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:48 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:11 | yes | 10 | 52 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:44 | yes | 24 | 47 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:37 | yes | 24 | 71 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:24 | yes | 24 | 75 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:07 | yes | 2 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:36 | yes | 23 | 33 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:10 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:13 | yes | 0 | 6 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 10:41 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:54 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:04 | yes | 15 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:18 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:04 | yes | 23 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:17 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:43 | yes | 5 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:19 | yes | 24 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:35 | yes | 15 | 18 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:06 | yes | 18 | 41 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:27 | yes | 5 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:58 | yes | 13 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:26 | yes | 17 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:12 | yes | 4 | 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 09:35 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:49 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:35 | yes | 15 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:39 | yes | 14 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:13 | yes | 25 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:59 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:54 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:16 | yes | 24 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:06 | yes | 25 | 28 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:14 | yes | 5 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:24 | yes | 4 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:56 | yes | 24 | 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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Category-scoped readings
Impartner read as Impartner PRM
Rakuten read as Rakuten Advertising
Unresolved, counted raw
Affilimate
Ascend (Affiliate.com)
CJ Affiliate Marketing Solution
Capital One Shopping
Clickbooth
Deal.io
Effen Ads
LeadClick Media
RetailMeNot / Coupons.com
Shopify-affiliate apps
Discontinued, still offered
No shut-down product was recommended here.