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, twelve models each.
Standing · first-choice share
23%
Contested · Tapfiliate 23%
23PartnerStack23Tapfiliate10Rewardful44others
23% of first choices, 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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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-one head-to-head pages: the top seven products, each against each
PartnerStack vs RewardfulPartnerStack vs Amazon AssociatesPartnerStack vs Refersionimpact.com vs Tapfiliateimpact.com vs Trackdeskimpact.com vs Rewardfulimpact.com vs Amazon Associatesimpact.com vs RefersionTapfiliate vs TrackdeskTapfiliate vs RewardfulTapfiliate vs Amazon AssociatesTapfiliate vs RefersionTrackdesk vs RewardfulTrackdesk vs Amazon AssociatesTrackdesk vs RefersionRewardful vs Amazon AssociatesRewardful vs RefersionAmazon Associates vs Refersion
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 →
01
02
03
04
05
06
07
08
09C10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Tapfiliate23%
Tapfiliate23%02PartnerStack23%
PartnerStack23%03Rewardful10%
Rewardful10%04FirstPromoter6%
FirstPromoter6%05Refersion2%
Refersion2%06Post Affiliate Pro2%
Post Affiliate Pro2%07LeadDyno2%
LeadDyno2%08ShareASale2%
ShareASale2%09impact.com2%
impact.com2%10CJ Affiliate2%
11Amazon Associates0%
Amazon Associates0%12Awin0%
Awin0%13ClickBank0%
ClickBank0%What they warned about
Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.20, Mistral Small, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.com50%
16 of 32 labels negative · 9 of 12 models · 4 hard negative
“Avoid for Now ... Impact/CJ Affiliate: $1,000+/month minimum — enterprise-focused” MiniMax M2.5, direct prompt
PartnerStack30%
13 of 43 labels negative · 7 of 12 models · 3 hard negative
“What to Avoid for a Small B2B Business | PartnerStack | Starts at $1,000+/month plus 3–15% revenue share” DeepSeek V4 Flash, paraphrase prompt
CJ Affiliate
60%
9 of 15 labels negative · 6 of 12 models · 6 hard negative
“Platforms to Avoid or Approach with Extreme Caution: CJ Affiliate (Commission Junction): Frequent complaints ... delayed/unpaid commissions” Grok 4.20, negative prompt
ShareASale21%
5 of 24 labels negative · 5 of 12 models · 2 hard negative
“Multiple users report arbitrary account suspensions, delayed payments, and commission withholding... Trustpilot Rating: 1.3/5” GLM 4.7 FlashX, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
17 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 257 links across 124 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · Tapfiliate9 answers · 14 citations · 3 models
vendor site · Modash9 answers · 11 citations · 3 models
vendor site · ReferralCandy6 answers · 7 citations · 2 models
5 answers · 6 citations · 3 models
vendor site · Post Affiliate Pro5 answers · 6 citations · 3 models
vendor site · Rewardful5 answers · 6 citations · 3 models
5 answers · 5 citations · 2 models
vendor site · LinkJolt5 answers · 5 citations · 3 models
vendor site · YouTube4 answers · 11 citations · 1 model
4 answers · 7 citations · 2 models
vendor site · Reddit4 answers · 7 citations · 2 models
vendor site · FirstPromoter4 answers · 6 citations · 2 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.
6 answers · 3 models
6 answers · 3 models
5 answers · 2 models
5 answers · 2 models
4 answers · 2 models
3 answers · 2 models
3 answers · 1 model
3 answers · 3 models
3 answers · 3 models
3 answers · 1 model
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 |
|---|---|---|---|---|---|---|---|---|
| Tapfiliate tapfiliate.com | 23% | 81 | 720 | 7 | 7,790 | $162 | 15 | |
| PartnerStack partnerstack.com | 23% | 401 | 4,400 | 68 | 27,495 | 16 | 4 | |
| Rewardful rewardful.com | 10% | 105 | 1,600 | 133,645 | 4,378 | 22 | 5 | |
| GoAffPro goaffpro.com | 8% | 9 | 2,400 | 41 | 3,858 | 8 | ||
| FirstPromoter firstpromoter.com | 6% | 94 | 590 | 9 | 797 | 12 | ||
| Reditus getreditus.com | 4% | 23 | 390 | 25 | 611 | 1 | ||
| LinkJolt linkjolt.io | 4% | 9 | 8 | |||||
| Refersion refersion.com | 2% | 56 | 1,600 | 23 | 3,436 | 13 | ||
| Post Affiliate Pro postaffiliatepro.com | 2% | 60 | 390 | 5 | 84,963 | $329 | 19 | |
| LeadDyno leaddyno.com | 2% | 15 | 260 | 0 | 1,233 | 0 |
Google's top ten for the two searches hold 16 sites; 5 of them are among the sites the models cited here (linkjolt.io, modash.io, reddit.com, rewardful.com, youtube.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 4.5LeadDyno, TapfiliatePartnerStack, RewardfulChangedRefersion, TrackdeskCJ Affiliate, ShareASaleno first choiceagainst: ClickBank
Two alternatives
Refersion, impact.comOne alternative
ReditusFour alternatives
Awin, FirstPromoter, Rewardful, TinyAffiliateOne alternative
Amazon AssociatesGPT-5.4 miniPartnerStackagainst: impact.comPartnerStackHeldimpact.comagainst: Partnerize, TUNEUpPromoteagainst: FirstPromoterno first choicenothing named
Two alternatives
Post Affiliate Pro, TrackdeskTwo alternatives
Post Affiliate Pro, RewardfulFive alternatives
CJ Affiliate, Everflow, PartnerStack, Refersion, ShareASaleThree alternatives
Rewardful, Tapfiliate, ToltGemini 3.5 FlashFirstPromoteragainst: CJ Affiliate, PartnerStack, ShareASaleRewardfulChangedagainst: PartnerStack, impact.comDub Partnersagainst: PartnerStackGoAffPro, PromoteKit, SliceWPFirstPromoter, PartnerStackagainst: impact.comagainst: CJ Affiliate, ClickBank, JVZoo, Rakuten Advertising, Skimlinks, Sovrn Commerce, WarriorPlus, impact.com
Three alternatives
Dub Partners, Reditus, RewardfulFour alternatives
Kiflo, PartnerPortal.io, Reditus, TapfiliateSix alternatives
FirstPromoter, GoAffPro, Refersion, Rewardful, Tolt, TrackdeskThree alternatives
AffiliateWP, LinkJolt, UpPromoteFour alternatives
GoAffPro, Refersion, Rewardful, UpPromotePerplexity SonarPartnerStackPartnerStackHeldTapfiliateTapfiliateno first choiceagainst: ClickBank, MaxBounty, RedHotPie affiliate program, ShareASale
Four alternatives
Post Affiliate Pro, Reditus, Rewardful, TapfiliateTwo alternatives
LeadDyno, TapfiliateFive alternatives
FirstPromoter, LeadDyno, Post Affiliate Pro, Refersion, RewardfulFive alternatives
Affiliatly, FirstPromoter, Post Affiliate Pro, Rewardful, UpPromoteGrok 4.20Tapfiliateagainst: PartnerStackPost Affiliate ProChangedagainst: PartnerStackAwin, LeadDyno, Rewardful, ShareASaleagainst: CJ Affiliate, Rakuten Advertising, impact.comGoAffProagainst: Shopify CollabsTapfiliate, Trackdeskagainst: impact.comagainst: Awin, CJ Affiliate, FlexOffers, ShareASale
Two alternatives
LinkJolt, RewardfulTwo alternatives
Tapfiliate, TrackdeskFour alternatives
Amazon Associates, PartnerStack, Refersion, TapfiliateThree alternatives
AffiliateWP, Trackdesk, UpPromoteFour alternatives
Awin, Post Affiliate Pro, Refersion, ShareASaleMistral SmallPartnerStackagainst: CJ Affiliate, Rakuten AdvertisingTapfiliateChangedAwin, FlexOffersagainst: Partnerize, impact.comGoAffProagainst: PartnerStack, impact.comno first choiceagainst: 1GreatCPA, 1st Class CPA, AdNow, AdPump, Adcash, Affiliatecube CPA, BitFree, COPEAC, Clickky, Datify, EWA, Edu-Cash, Edu-Money, EpcEra, EssayPartner, EssayPro, Evoleads, Feed Flare, Imagetwist, Leadnetwork, LeadsGate, Mobionetwork, Mobipium, NativeAds, Nextadnet, Nutriprofits, Partners-Profits, PrivateCPA, Rx-Aff, Targeleon, Trafficnomads, WP-Script
Three alternatives
FirstPromoter, Tapfiliate, ToltTwo alternatives
LeadDyno, PartnerStackSix alternatives
Amazon Associates, ClickBank, LeadDyno, PartnerStack, Rewardful, TapfiliateThree alternatives
Affonso, LinkJolt, PromoteKitDeepSeek V4 FlashRewardfulagainst: PartnerStackRewardfulHeldagainst: LeadDyno, PartnerStack, impact.comTapfiliateagainst: CJ, impact.comGoAffProagainst: Shopify CollabsRewardful, Tapfiliateagainst: Everflow, impact.comagainst: 1xBet Partners, Alpha Affiliates, Builderall, Chilli Partners, Duelbits, FlexOffers, Gloss Partners, Horus Casino Affiliates, LiveGood, MOBE, MarketChair, Videoslots Affiliates, iBuumerang, iWild Partners
Four alternatives
FirstPromoter, Reditus, Refersion, ToltTwo alternatives
FirstPromoter, TapfiliateFive alternatives
LeadDyno, Partnero, Post Affiliate Pro, Refersion, RewardfulSeven alternatives
AffiliateWP, Affonso, Rewardful, SliceWP, Tolt, UpPromote, WP Affiliate ManagerThree alternatives
PartnerStack, Post Affiliate Pro, RefersionLlama 4 MaverickPartnerStackPartnerStackHeldno first choiceFirstPromoterno first choicenothing named
Two alternatives
Referral Factory, ShareASaleOne alternative
RefersionThree alternatives
LeadDyno, Refersion, TapfiliateQwen 3.7 FlashPartnerStackReditus, TapfiliateChangedagainst: PartnerStackRefersionagainst: PartnerStackTapfiliateagainst: PartnerStack, Referral Rock, impact.comRefersionnothing named
Two alternatives
Refersion, TapfiliateThree alternatives
FirstPromoter, LeadDyno, RewardfulFive alternatives
FirstPromoter, Rewardful, ShareASale, Tapfiliate, UpPromoteThree alternatives
FirstPromoter, LinkJolt, Shopify CollabsFour alternatives
FirstPromoter, LeadDyno, Rewardful, TapfiliateKimi K2Reditusagainst: Awin, CJ Affiliate, Rakuten Advertising, impact.comTapfiliateChangedagainst: LeadDyno, PartnerStack, RefersionTapfiliateLinkJolt, Shopify Collabsno first choiceagainst: AffiliateNetwork.com, Awin, CJ Affiliate, ShareASale, The Affiliati Network
One alternative
PartnerStackTwo alternatives
FirstPromoter, RewardfulFive alternatives
FirstPromoter, LeadDyno, Post Affiliate Pro, Refersion, RewardfulFive alternatives
Afflytics, LeadDyno, Post Affiliate Pro, Rewardful, TapfiliateFive alternatives
FirstPromoter, LeadDyno, Refersion, Rewardful, TapfiliateGLM 4.7 FlashXPartnerStackTapfiliateChangedagainst: impact.comRefersion, Tapfiliateagainst: impact.comLinkJoltno first choiceagainst: CJ Affiliate, ClickBank, ShareASale, Ultra Affiliates
Four alternatives
Post Affiliate Pro, Refersion, Tapfiliate, impact.comTwo alternatives
PartnerStack, Post Affiliate ProThree alternatives
LeadDyno, PartnerStack, ShareASaleFour alternatives
AffiliateWP, Refersion, Rewardful, TapfiliateMiniMax M2.5Tapfiliateagainst: CJ Affiliate, PartnerStack, impact.comPartnerStackChangedagainst: Post Affiliate Prono first choiceTapfiliateimpact.com, refVenue Pronothing named
Two alternatives
FirstPromoter, ShareASaleOne alternative
KifloEight alternatives
FirstPromoter, LeadDyno, PartnerStack, Post Affiliate Pro, Refersion, Rewardful, ShareASale, TapfiliateThree alternatives
Affonso, Amazon Associates, FirstPromoterBold 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.
Seventy-two 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 | 2026-09-14 23:01 | no | 0 | 11 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:00 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:21 | yes | 18 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 00:02 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:17 | yes | 0 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:38 | yes | 0 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:42 | yes | 0 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 05:02 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:06 | yes | 0 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:09 | yes | 0 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:55 | yes | 0 | 47 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:55 | yes | 0 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:58 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:43 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:03 | yes | 13 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 01:44 | yes | 19 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:56 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:04 | yes | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:07 | yes | 0 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:36 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:46 | yes | 0 | 50 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:54 | yes | 0 | 38 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:08 | yes | 0 | 143 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:51 | yes | 0 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:23 | yes | 7 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:54 | no | 0 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:21 | yes | 18 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 00:01 | yes | 20 | 11 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:45 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:28 | yes | 0 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:26 | yes | 0 | 16 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:31 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:19 | yes | 0 | 43 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:32 | yes | 0 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:35 | yes | 0 | 18 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:36 | yes | 0 | 13 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 05:05 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 22:59 | no | 0 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:17 | yes | 25 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 02:44 | yes | 20 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:49 | yes | 0 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 22:58 | yes | 0 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:42 | yes | 0 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:54 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:06 | yes | 0 | 21 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:56 | yes | 0 | 43 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:02 | yes | 0 | 17 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:58 | yes | 0 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:47 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:30 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:21 | no | 0 | 13 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 01:47 | yes | 20 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:52 | yes | 0 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:51 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:11 | yes | 0 | 32 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:40 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:43 | yes | 0 | 45 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:50 | yes | 0 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:16 | no | 0 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:44 | yes | 0 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:34 | yes | 21 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:03 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:36 | yes | 18 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 03:21 | yes | 18 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:06 | yes | 0 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:17 | yes | 0 | 12 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:08 | yes | 0 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:04 | yes | 0 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:12 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:23 | yes | 0 | 40 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 22:58 | yes | 0 | 18 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:05 | yes | 0 | 18 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Rakuten read as Rakuten Advertising
Unresolved, counted raw
1GreatCPA
1st Class CPA
1xBet Partners
AdPump
AffiliateNetwork.com
Affiliatecube CPA
Afflytics
BitFree
COPEAC
Chilli Partners
Datify
EWA
Edu-Cash
Edu-Money
EpcEra
EssayPartner
EssayPro
Evoleads
Feed Flare
Gloss Partners
Horus Casino Affiliates
Imagetwist
Mobionetwork
Mobipium
NativeAds
Nextadnet
OSI Affiliate
Optimise Media
Partners-Profits
PrivateCPA
Sovrn Commerce (formerly VigLink)
Targeleon
The Affiliati Network
TinyAffiliate
Ultra Affiliates
Videoslots Affiliates
WP-Script
iWild Partners
refVenue Pro
Discontinued, still offered
No shut-down product was recommended here.