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. 61 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
16%
Contested · PartnerStack 15%
16Rewardful15PartnerStack13FirstPromoter56others
16% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Rewardful (16%) replaces PartnerStack (25% then, 15% now), 1 point clear, inside the 11-point floor.Rewardful leads at 16%, replacing PartnerStack, which led at 25% and stands at 15% now: 1 point 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.This pageMid-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.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.This pageMid-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.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 October 2026
01Rewardful16%2%48accepted challenger▼−1Since October 2026: 17% → 16%, −1 point. Inside the 11-point floor: within noise.17% → 16%
Rewardful16%2%48accepted challenger▼−1Since October 2026: 17% → 16%, −1 point. Inside the 11-point floor: within noise.17% → 16%02PartnerStack15%39%46criticized challenger▼−10Since October 2026: 25% → 15%, −10 points. Inside the 11-point floor: within noise.25% → 15%
PartnerStack15%39%46criticized challenger▼−10Since October 2026: 25% → 15%, −10 points. Inside the 11-point floor: within noise.25% → 15%03
FirstPromoter13%3%29accepted challenger▲+7Since October 2026: 6% → 13%, +7 points. Inside the 11-point floor: within noise.6% → 13%
FirstPromoter13%3%29accepted challenger▲+7Since October 2026: 6% → 13%, +7 points. Inside the 11-point floor: within noise.6% → 13%04
Shopify Collabs11%15%13accepted challenger▲+9Since October 2026: 2% → 11%, +9 points. Inside the 11-point floor: within noise.2% → 11%
Shopify Collabs11%15%13accepted challenger▲+9Since October 2026: 2% → 11%, +9 points. Inside the 11-point floor: within noise.2% → 11%05
Tapfiliate8%8%40accepted challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise.6% → 8%
Tapfiliate8%8%40accepted challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise.6% → 8%06
UpPromote3%0%28accepted challenger▼−5Since October 2026: 8% → 3%, −5 points. Inside the 11-point floor: within noise.8% → 3%
UpPromote3%0%28accepted challenger▼−5Since October 2026: 8% → 3%, −5 points. Inside the 11-point floor: within noise.8% → 3%07
Refersion3%10%31accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%
Refersion3%10%31accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%08
Post Affiliate Pro2%12%33accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Post Affiliate Pro2%12%33accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%09
LeadDyno2%10%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
LeadDyno2%10%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%10
ShareASale2%45%20criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
ShareASale2%45%20criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the three products at 0%, ordered by negative rate
13CJ Affiliate0%76%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
12
impact.com0%53%51criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
impact.com0%53%51criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Awin0%50%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Awin0%50%12criticized 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 small business.
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 →
010203040506070809101112C13
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Rewardful16%
Rewardful16%02PartnerStack15%
PartnerStack15%03FirstPromoter13%
FirstPromoter13%04Shopify Collabs11%
Shopify Collabs11%05Tapfiliate8%
Tapfiliate8%06UpPromote3%
UpPromote3%07Refersion3%
Refersion3%08Post Affiliate Pro2%
Post Affiliate Pro2%09LeadDyno2%
LeadDyno2%10ShareASale2%
ShareASale2%11Awin0%
Awin0%12impact.com0%
impact.com0%13CJ Affiliate0%
What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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.
impact.com53%
27 of 51 labels negative · 11 of 14 models · 10 hard negative
“Avoid Enterprise Heavyweights Early On: Platforms like *Impact.com* ... their setup complexity, management overhead, and price can easily drain a small team's resources” Gemini 3.5 Flash, comparative prompt
PartnerStack39%
18 of 46 labels negative · 9 of 14 models · 4 hard negative
“What to Avoid for Small B2B - PartnerStack — excellent for B2B, but pricing is custom/demo-gated” DeepSeek V4 Flash, direct prompt
CJ Affiliate
76%
13 of 17 labels negative · 5 of 14 models · 5 hard negative
“CJ Affiliate: Overly complex for beginners; high fraud and tracking complaints; avoid unless you have scale and resources.” Grok 4.20, negative prompt
ShareASale45%
9 of 20 labels negative · 5 of 14 models · 4 hard negative
“it has faced significant criticism in recent years for withholding payments arbitrarily, sudden account suspensions without explanation, and poor customer support” Qwen 3.7 Flash, negative 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
75 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. 728 links across 209 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 · Shopify33 answers · 45 citations · 12 models
26 answers · 26 citations · 10 models
vendor site · Tapfiliate24 answers · 30 citations · 12 models
24 answers · 25 citations · 8 models
vendor site · Software Advice21 answers · 28 citations · 9 models
vendor site · Rework16 answers · 27 citations · 7 models
16 answers · 16 citations · 8 models
vendor site · LinkJolt15 answers · 18 citations · 9 models
vendor site · Partnero13 answers · 14 citations · 8 models
13 answers · 13 citations · 7 models
vendor site · Spotsaas12 answers · 12 citations · 8 models
vendor site · Capterra11 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.
28 answers · 12 models
26 answers · 10 models
24 answers · 8 models
20 answers · 9 models
16 answers · 8 models
14 answers · 8 models
13 answers · 8 models
13 answers · 7 models
12 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Rewardful rewardful.com | 16% | 105 | 1,600 | 133,645 | 4,378 | 22 | 5 | |
| PartnerStack partnerstack.com | 15% | 401 | 4,400 | 68 | 27,495 | 16 | 4 | |
| FirstPromoter firstpromoter.com | 13% | 94 | 590 | 9 | 797 | 12 | ||
| Shopify Collabs shopify.com | 11% | 72 | 5,400 | 78 | 3,486,997 | $3,351 | 110 | |
| Tapfiliate tapfiliate.com | 8% | 81 | 720 | 7 | 7,790 | $162 | 15 | |
| Scaleo scaleo.io | 5% | 19 | ||||||
| Affiliatly affiliatly.com | 5% | 14 | ||||||
| UpPromote uppromote.com | 3% | 53 | 1,600 | 48 | 10,646 | 0 | ||
| Refersion refersion.com | 3% | 56 | 1,600 | 23 | 3,436 | 13 | ||
| GoAffPro goaffpro.com | 3% | 9 | 2,400 | 41 | 3,858 | 8 |
Google's top ten for the two searches hold 16 sites; 1 of them are among the sites the models cited here (linkjolt.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 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 4.5ShareASale, TapfiliateFirstPromoterChangedRefersion, TapfiliateGoAffPro, UpPromoteno first choicenothing named
Two alternatives
Refersion, impact.comThree alternatives
LeadDyno, Partnero, ReditusThree alternatives
Post Affiliate Pro, Rewardful, UpPromoteThree alternatives
Post Affiliate Pro, Refersion, RewardfulGPT-5.4 miniPartnerStackPartnerStackHeldRefersion, UpPromoteagainst: PartnerStack, impact.comSysteme.ioagainst: Ambassadorno first choicenothing named
Two alternatives
Tapfiliate, impact.comTwo alternatives
Post Affiliate Pro, UpPromoteThree alternatives
FirstPromoter, Rewardful, TapfiliateOne alternative
TapfiliateGemini 3.5 FlashFirstPromoteragainst: PartnerStackFirstPromoterHeldagainst: PartnerStack, RefersionFirstPromoter, Rewardfulagainst: PartnerStack, impact.comGoAffProagainst: CJ Affiliate, ShareASale, impact.comno first choiceagainst: CJagainst: CJ Affiliate, ClickBank, Digistore24, Rakuten Advertising, impact.com
Three alternatives
Reditus, Referral Rock, RewardfulThree alternatives
Post Affiliate Pro, Reditus, RewardfulFour alternatives
Refersion, Social Snowball, Tapfiliate, UpPromoteFive alternatives
AffiliateWP, Affiliatly, Rewardful, Solid Affiliate, UpPromotePerplexity SonarReditusagainst: Awin, PartnerStackFirstPromoter, PartnerStackChangedTapfiliateagainst: impact.comRefersionagainst: PartnerStack, Tapfiliate, impact.comno first choiceagainst: Amazon, ClickBank, Skimlinks
One alternative
RewardfulTwo alternatives
Reditus, RewardfulFive alternatives
FirstPromoter, LeadDyno, PartnerStack, Refersion, RewardfulThree alternatives
Awin, Rewardful, UpPromoteGrok 4.20Rewardfulagainst: CJ Affiliate, PartnerStack, ShareASale, impact.comPartnerStackChangedTapfiliateagainst: CJ Affiliate, PartnerStack, ShareASale, impact.comAffiliatly, Shopify Collabs, UpPromoteagainst: CJ Affiliate, Post Affiliate Pro, ShareASale, impact.comno first choiceagainst: CAKE, CJ Affiliate, PartnerStack, Post Affiliate Pro, ShareASale, impact.comagainst: CJ Affiliate, Rakuten Advertising, Refersion, Shopper.com, impact.com
Three alternatives
FirstPromoter, Tapfiliate, ToltThree alternatives
Post Affiliate Pro, Rewardful, impact.comFour alternatives
Everflow, LinkJolt, Refersion, RewardfulTwo alternatives
LeadDyno, RewardfulFive alternatives
FirstPromoter, Refersion, Rewardful, Shopify Collabs, TapfiliateMistral SmallPartnerStack, RewardfulPartnerStackChangedPost Affiliate ProShopify Collabsno first choicenothing named
Three alternatives
Reditus, Scaleo, impact.comOne alternative
impact.comFive alternatives
Partnero, Refersion, Scaleo, Tapfiliate, UpPromoteTwo alternatives
Affise, LeadDynoDeepSeek V4 FlashLinkJoltagainst: Everflow, PartnerStack, impact.comFirstPromoterChangedagainst: Post Affiliate Pro, Tapfiliate, impact.comRefersion, TapfiliateLeadDyno, Rewardfulagainst: Everflow, PartnerStack, Post Affiliate Pro, impact.comTapfiliateagainst: Everflow, LeadDyno, Shopify Collabs, impact.comagainst: AdBlueMedia, Kadam.net, MyLead
Four alternatives
Endorsely, Reditus, Rewardful, TapfiliateTwo alternatives
PartnerStack, RewardfulFour alternatives
LeadDyno, Post Affiliate Pro, Rewardful, UpPromoteTwo alternatives
Shopify Collabs, TapfiliateFour alternatives
Post Affiliate Pro, Refersion, Rewardful, TrackdeskLlama 4 MaverickScaleoPartnerStackChangedno first choiceAffiliatlyagainst: impact.comno first choiceagainst: Constant Contact, FirstPromoter, HubSpot, Kit, Mailchimp, MailerLite, Rewardful, impact.com
Four alternatives
Circlewise, PartnerStack, Rewardful, impact.comThree alternatives
AffiliateHQ, Rewardful, TapfiliateTwo alternatives
Post Affiliate Pro, RefersionQwen 3.7 FlashRewardfulReferrlyChangedagainst: PartnerStack, impact.comAffiliateWP, RefersionShopify Collabsagainst: CJ AffiliateRefersion, Tapfiliateagainst: CJ Affiliate, ShareASale, impact.comagainst: Awin, CJ Affiliate, Coupons.com, RetailMeNot, ShareASale, Skimlinks, impact.com
Three alternatives
LinkJolt, PartnerStack, impact.comTwo alternatives
Post Affiliate Pro, TapfiliateTwo alternatives
Post Affiliate Pro, TapfiliateThree alternatives
Affiliatly, Post Affiliate Pro, ShareASaleFour alternatives
AffiliateWP, PartnerStack, Shopify Collabs, UpPromoteKimi K2FirstPromoter, RewardfulFirstPromoterChangedagainst: PartnerStackFirstPromoter, Rewardfulagainst: CJ AffiliateShopify Collabs, Systeme.ioagainst: Everflow, Tapfiliateno first choiceagainst: Everflow, PartnerStack, impact.comagainst: Awin, CJ Affiliate, ClickBank, Refersion, Shopify Collabs
Three alternatives
PartnerPortal.io, PartnerStack, TapfiliateOne alternative
impact.comFive alternatives
PartnerStack, Refersion, ShareASale, Tapfiliate, ToltThree alternatives
Affiliatly, Refersion, UpPromoteFive alternatives
LeadDyno, Post Affiliate Pro, Rewardful, Tapfiliate, TrackdeskGLM 4.7 FlashXPartnerStack, Rewardfulagainst: impact.comPartnerStackChangedScaleoShopify Collabsno first choiceagainst: impact.com
Four alternatives
FirstPromoter, Refersion, Scaleo, TapfiliateFive alternatives
FirstPromoter, Post Affiliate Pro, Rewardful, UpPromote, impact.comEight alternatives
AffiliateWP, PartnerStack, Post Affiliate Pro, Refersion, Rewardful, Tapfiliate, UpPromote, impact.comThree alternatives
Refersion, UpPromote, Viral LoopsMiniMax M2.5Endorsely, RewardfulRewardful, ScaleoChangedTapfiliate, UpPromoteagainst: EverflowAffiliatly, Post Affiliate Prono first choiceagainst: Amazon Associates, CJ Affiliate, ShareASale
Two alternatives
PartnerStack, impact.comTwo alternatives
PartnerStack, Post Affiliate ProTwo alternatives
Refersion, RewardfulTwo alternatives
Rewardful, UpPromoteGPT-6 LunaFirstPromoter, RewardfulTapfiliateChangedFirstPromoter, Rewardfulagainst: PartnerStackShopify Collabsagainst: Awinno first choiceagainst: Awin, ShareASale, impact.com
One alternative
PartnerStackTwo alternatives
FirstPromoter, PartnerStackTwo alternatives
Tapfiliate, UpPromoteOne alternative
RewardfulMuse Glimmer 30BScaleoRewardful, TapfiliateChangedagainst: PartnerStack, impact.comRefersion, UpPromoteagainst: Everflow, PartnerStack, impact.comAffise, Shopify Collabsno first choiceagainst: PartnerStack, impact.comagainst: Admitad, Amazon Associates, Awin, Digital Hub
Four alternatives
FirstPromoter, LinkJolt, PartnerStack, RewardfulOne alternative
ScaleoFour alternatives
FirstPromoter, Post Affiliate Pro, Rewardful, TapfiliateThree alternatives
LinkJolt, Post Affiliate Pro, UpPromoteSeven alternatives
FirstPromoter, LeadDyno, Post Affiliate Pro, Refersion, Rewardful, Tapfiliate, 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 11:18 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:19 | 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 10:22 | yes | 13 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:27 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:35 | yes | 14 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:54 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:22 | yes | 16 | 15 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 12:00 | yes | 5 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:33 | yes | 5 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:03 | yes | 10 | 57 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:57 | yes | 5 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:08 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:15 | yes | 13 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:23 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:17 | yes | 4 | 4 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 17:22 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:31 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:08 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:10 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:22 | yes | 18 | 51 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:04 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:56 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:24 | yes | 15 | 48 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:37 | yes | 9 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:47 | yes | 5 | 32 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:08 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:22 | yes | 13 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:57 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:52 | yes | 4 | 8 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 17:20 | yes | 6 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:55 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:57 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:04 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:28 | yes | 22 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:01 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:55 | yes | 10 | 48 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:10 | yes | 20 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:14 | yes | 24 | 33 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:09 | yes | 5 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:54 | yes | 7 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:23 | yes | 14 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:53 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:44 | yes | 3 | 4 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 08:43 | yes | 15 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:42 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:06 | yes | 5 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:37 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:11 | yes | 24 | 37 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:59 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:12 | yes | 5 | 15 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:32 | yes | 9 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:33 | yes | 14 | 47 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:36 | yes | 5 | 34 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:24 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:00 | yes | 11 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:24 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:51 | no | 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 14:44 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:18 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:54 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:13 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:12 | yes | 22 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:03 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:04 | yes | 5 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:36 | yes | 18 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:43 | yes | 8 | 60 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:34 | no | 0 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:28 | yes | 2 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:49 | yes | 13 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:22 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:57 | yes | 8 | 7 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 08:34 | yes | 11 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:24 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:53 | yes | 9 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:44 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:27 | yes | 24 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:07 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:17 | yes | 10 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:35 | yes | 19 | 58 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:47 | yes | 15 | 40 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:22 | no | 0 | 33 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:10 | yes | 4 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:53 | yes | 23 | 30 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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Rakuten read as Rakuten Advertising
Unresolved, counted raw
Affiliate WP
Circlewise
Coupons.com
Digital Hub
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Pretty Links
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Referrly
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Shopper.com
Discontinued, still offered
No shut-down product was recommended here.