Referral and partner programs
Asked as “referral program software”, and as “partner ecosystem and referral tracking tool”, on behalf of a mid-market B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
35%
Contested · Referral Factory 12%
35PartnerStack12Referral Factory12Referral Rock41others
35% of first choices, contested.
Since October 2026▲+13Since October 2026: 22% → 35%, +13 points. Past the 11-point floor: movement.PartnerStack held the lead, +13 points on 22%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Referral Rock24%Contested▲+3Since October 2026: 21% → 24%, +3 points. Inside the 11-point floor: within noise.Standing →Mid-market
PartnerStack35%Contested▲+13Since October 2026: 22% → 35%, +13 points. Past the 11-point floor: movement.This pageEnterprise
Ambassador16%Contested↗new leaderNew leader since October 2026: Ambassador (16%) replaces Impartner PRM (22% then, 11% now), 5 points clear, inside the 11-point floor.Standing →
Referral Rock24%Contested▲+3Since October 2026: 21% → 24%, +3 points. Inside the 11-point floor: within noise.Standing →Mid-marketPartnerStack35%Contested▲+13Since October 2026: 22% → 35%, +13 points. Past the 11-point floor: movement.This pageEnterpriseAmbassador16%Contested↗new leaderNew leader since October 2026: Ambassador (16%) replaces Impartner PRM (22% then, 11% now), 5 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01PartnerStack35%11%28endorsed leader▲+13Since October 2026: 22% → 35%, +13 points. Past the 11-point floor: movement.22% → 35%
PartnerStack35%11%28endorsed leader▲+13Since October 2026: 22% → 35%, +13 points. Past the 11-point floor: movement.22% → 35%02Referral Rock12%10%42accepted challenger▼−1Since October 2026: 13% → 12%, −1 point. Inside the 11-point floor: within noise.13% → 12%
Referral Rock12%10%42accepted challenger▼−1Since October 2026: 13% → 12%, −1 point. Inside the 11-point floor: within noise.13% → 12%03
Referral Factory12%7%29accepted challenger▲+8Since October 2026: 4% → 12%, +8 points. Inside the 11-point floor: within noise.4% → 12%
Referral Factory12%7%29accepted challenger▲+8Since October 2026: 4% → 12%, +8 points. Inside the 11-point floor: within noise.4% → 12%04
Smile.io12%17%12accepted challenger▼−1Since October 2026: 13% → 12%, −1 point. Inside the 11-point floor: within noise.13% → 12%
Smile.io12%17%12accepted challenger▼−1Since October 2026: 13% → 12%, −1 point. Inside the 11-point floor: within noise.13% → 12%05
Viral Loops8%19%26accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%
Viral Loops8%19%26accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%06
ReferralCandy6%28%46criticized challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%
ReferralCandy6%28%46criticized challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%07
FirstPromoter2%0%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
FirstPromoter2%0%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%08Ambassador2%16%19accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Ambassador2%16%19accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%09
Yotpo Loyalty & Referrals2%27%11criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Yotpo Loyalty & Referrals2%27%11criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the four products at 0%, ordered by negative rate
11
Friendbuy0%25%28criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Friendbuy0%25%28criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%13
impact.com0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
impact.com0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Extole0%20%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Extole0%20%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
GrowSurf0%5%22accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%
GrowSurf0%5%22accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.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 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.
All twenty-eight head-to-head pages: the top eight products, each against each
PartnerStack vs Viral LoopsPartnerStack vs ReferralCandyPartnerStack vs FirstPromoterPartnerStack vs AmbassadorReferral Rock vs Referral FactoryReferral Rock vs Smile.ioReferral Rock vs Viral LoopsReferral Rock vs ReferralCandyReferral Rock vs FirstPromoterReferral Rock vs AmbassadorReferral Factory vs Smile.ioReferral Factory vs Viral LoopsReferral Factory vs ReferralCandyReferral Factory vs FirstPromoterReferral Factory vs AmbassadorSmile.io vs Viral LoopsSmile.io vs ReferralCandySmile.io vs FirstPromoterSmile.io vs AmbassadorViral Loops vs ReferralCandyViral Loops vs FirstPromoterViral Loops vs AmbassadorReferralCandy vs FirstPromoterReferralCandy vs AmbassadorFirstPromoter vs Ambassador
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01PartnerStack35%
PartnerStack35%02Referral Rock12%
Referral Rock12%03Referral Factory12%
Referral Factory12%04Smile.io12%
Smile.io12%05Viral Loops8%
Viral Loops8%06ReferralCandy6%
ReferralCandy6%07FirstPromoter2%
FirstPromoter2%08Ambassador2%
Ambassador2%09Yotpo Loyalty & Referrals2%
Yotpo Loyalty & Referrals2%10GrowSurf0%
GrowSurf0%11Friendbuy0%
Friendbuy0%12Extole0%
Extole0%13impact.com0%
impact.com0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.20, DeepSeek V4 Flash, Llama 4 Maverick, 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.
ReferralCandy28%
13 of 46 labels negative · 10 of 14 models · 5 hard negative
“Why to Avoid: If you sell high-ticket items (e.g., $1,000+ courses or furniture), paying a % commission can be incredibly expensive” Qwen 3.7 Flash, negative prompt
Friendbuy25%
7 of 28 labels negative · 7 of 14 models · 3 hard negative
“here are the tools you should avoid or scrutinize closely: ### 1. Friendbuy ... frequently flagged for 'contractual friction.'” Muse Glimmer 30B, negative prompt
Viral Loops19%
5 of 26 labels negative · 5 of 14 models · 2 hard negative
“Multiple reports of billing issues and deceptive practices in user reviews.” Muse Glimmer 30B, negative prompt
Impartner PRM67%
4 of 6 labels negative · 4 of 14 models · 1 hard negative
“Avoid enterprise-heavy solutions like ZINFI or Impartner unless you have $20K+/year budgets” Kimi K2, paraphrase 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. 838 links across 205 sites, every framing counted. Ranked by the number of answers carrying the site or page. 24 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 · Software Advice29 answers · 39 citations · 9 models
vendor site · Capterra27 answers · 44 citations · 9 models
vendor site · GetApp20 answers · 25 citations · 10 models
vendor site · Albato17 answers · 17 citations · 10 models
16 answers · 30 citations · 9 models
vendor site · GrowSurf16 answers · 22 citations · 7 models
16 answers · 21 citations · 10 models
16 answers · 16 citations · 8 models
vendor site · Extole15 answers · 16 citations · 9 models
15 answers · 16 citations · 10 models
vendor site · Cello14 answers · 17 citations · 9 models
vendor site · 99minds14 answers · 16 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.
18 answers · 8 models
17 answers · 10 models
14 answers · 7 models
14 answers · 8 models
14 answers · 9 models
14 answers · 8 models
14 answers · 9 models
13 answers · 9 models
12 answers · 7 models
12 answers · 7 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 “best referral program software”, “referral program software”. 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 | 35% | 401 | 4,400 | 68 | 27,495 | 16 | ||
| Referral Rock referralrock.com | 12% | 222 | 720 | 10 | 18,599 | 1 | 2 | |
| Referral Factory referral-factory.com | 12% | 157 | 480 | 2 | 5,115 | 3 | 1 | |
| Smile.io smile.io | 12% | 108 | 260 | 26 | 8,962 | $1,468 | 12 | |
| Viral Loops viral-loops.com | 8% | 84 | 590 | 3 | 1,158 | 1 | ||
| ReferralCandy referralcandy.com | 6% | 188 | 590 | 3 | 18,870 | 28 | 6 | |
| FirstPromoter firstpromoter.com | 2% | 94 | 590 | 9 | 797 | 12 | ||
| Ambassador getambassador.com | 2% | 103 | 74,000 | 40,688 | 572 | 0 | ||
| Rewardful rewardful.com | 2% | 105 | 1,600 | 133,645 | 4,378 | 22 | ||
| Joy joy.so | 2% | 25 |
Google's top ten for the two searches hold 10 sites; 1 of them are among the sites the models cited here (extole.com). The first result for “best referral program software” is referral-factory.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 referral program software for a mid-market B2B company?”Paraphrase“Which partner ecosystem and referral tracking tool would you recommend to a mid-sized B2B company?”Comparative“What are the top referral program tools and how do they differ?”Budget-constrained“What is the best referral program software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a referral program software. What should we look at?”Negative“Which referral program tools should I avoid or be cautious about?”
Claude Haiku 4.5Referral Rockno first choiceChangedno first choiceInviteBox, Viral Loopsagainst: Referral Rockno first choiceagainst: Friendbuy, Referral Factory, Referral Rock
Three alternatives
Ambassador, Cello, Referral FactorySix alternatives
Extole, Friendbuy, GrowSurf, Referral Factory, Referral Rock, ReferralCandyThree alternatives
InviteReferrals, Referral Factory, ReferralCandyGPT-5.4 miniPartnerStackPartnerStackHeldFriendbuy, TalkableReferly, Viral Loopsno first choicenothing named
Two alternatives
Friendbuy, Referral RockOne alternative
impact.comFive alternatives
Mention Me, Referral Rock, ReferralCandy, Smile.io, Yotpo Loyalty & ReferralsTwo alternatives
ReferralCandy, ReferralHeroGemini 3.5 FlashPartnerStackPartnerStackHeldagainst: Impartner PRM, Salesforce PRMReferralCandyFirstPromoter, Rewardfulagainst: ReferralCandyno first choiceagainst: PartnerStack, Post Affiliate Pro, impact.com
Four alternatives
Influitive, Referral Factory, Referral Rock, SaaSquatchFive alternatives
Channelscaler, Introw, JourneyBee, Kiflo PRM, impact.comSeven alternatives
Cello, FirstPromoter, Friendbuy, GrowSurf, Referral Rock, Rewardful, Viral LoopsFive alternatives
Affitor, GoAffPro, PromoteKit, Viral Loops, WoorisePerplexity SonarReferral RockPartnerStackChangedagainst: Impartner PRMno first choiceSmile.ioagainst: Referral Factoryno first choiceagainst: ReferralCandy, Rewardful, Viral Loops
Three alternatives
Ambassador, GrowSurf, Referral FactoryTwo alternatives
Everflow, impact.comEight alternatives
Extole, GrowSurf, Open Loyalty, Referral Rock, ReferralCandy, Talkable, Yotpo Referrals, impact.com AdvocateTwo alternatives
ReferralCandy, RewardfulGrok 4.20Referral Factoryagainst: Ambassador, Extole, Friendbuy, ReferralCandyPartnerStackChangedFriendbuy, ReferralCandyagainst: Birdeye, InfluitiveSmile.iono first choiceagainst: PartnerStack, Referral Rock, ReferralCandy, Yazing
Five alternatives
Cello, FirstPromoter, GrowSurf, PartnerStack, Referral RockFour alternatives
Channelscaler, Crossbeam, Kiflo PRM, impact.comFour alternatives
FirstPromoter, GrowSurf, Referral Factory, Referral RockFive alternatives
Joy, ReferralCandy, Tremendous, UpPromote, Viral LoopsEight alternatives
Ambassador, GrowSurf, Lever, Referral Factory, Referral Rock, Talkable, Tremendous, Work ReferralMistral SmallPartnerStackPartnerStackHeldno first choiceReferralCandy, Viral Loopsno first choiceagainst: Extole, Friendbuy, ReferralCandy, Smile.io, Viral Loops, Yotpo Loyalty & Referrals
Three alternatives
GrowSurf, Referral Factory, Referral RockTwo alternatives
Referral Rock, RewardfulThree alternatives
FirstPromoter, Joy, Smile.ioDeepSeek V4 FlashReferral FactoryPartnerStackChangedno first choiceSmile.ioagainst: ReferralCandyno first choiceagainst: Friendbuy, ReferralCandy, Smile.io, Viral Loops, Yotpo Loyalty & Referrals
Four alternatives
Cello, Friendbuy, PartnerStack, Referral RockFour alternatives
Crossbeam, Referral Factory, Referral Rock, impact.comTen alternatives
99minds, Extole, Friendbuy, Mention Me, Post Affiliate Pro, Referral Factory, Referral Rock, ReferralCandy, Talkable, Viral LoopsTwo alternatives
Viral Loops, Yotpo ReferralsLlama 4 MaverickReferral Factory, Referral RockPartnerStackChangedno first choiceViral Loopsno first choiceagainst: ReferralCandy, Viral Loops
Four alternatives
Channeltivity, Impartner PRM, JourneyBee, RewardfulTwo alternatives
ReferralCandy, Smile.ioQwen 3.7 FlashPartnerStackPartnerStackHeldagainst: Impartner PRM, ZINFI Unified Partner ManagementReferralCandyagainst: FriendbuySmile.ioagainst: Ambassador, ReferralCandyno first choiceagainst: GrowSurf, GrowthSurf, ReferralCandy, SaaSquatch, Yotpo Loyalty & Referrals
Three alternatives
Ambassador, FirstPromoter, Referral FactoryTwo alternatives
Channelscaler, Referral RockThree alternatives
GrowSurf, InviteReferrals, UpPromoteThree alternatives
FirstPromoter, Tremendous, Yotpo Loyalty & ReferralsKimi K2Referral RockKiflo PRM, PartnerStackChangedagainst: Impartner PRM, ZINFI Unified Partner Management, impact.comno first choiceYotpo Loyalty & Referralsno first choiceagainst: Ambassador, BoldTrail / Thryv, PartnerStack, ReferralCandy, impact.com
Three alternatives
FirstPromoter, PartnerStack, Referral FactoryOne alternative
PartnerPortal.ioEight alternatives
Extole, FirstPromoter, Friendbuy, GrowSurf, Referral Factory, Referral Rock, ReferralCandy, Viral LoopsThree alternatives
Kangaroo Rewards, ReferralCandy, UpPromoteGLM 4.7 FlashXPartnerStack, Referral FactoryPartnerStackChangedno first choiceSmile.iono first choicenothing named
Three alternatives
Ambassador, FirstPromoter, Referral RockTwo alternatives
Channelscaler, CrossbeamFour alternatives
Affiliatly, Joy, ReferralCandy, Viral LoopsMiniMax M2.5Ambassador, Referral FactoryPartnerStackChangedno first choiceSmile.iono first choiceagainst: ReferPro
One alternative
UpPromoteFour alternatives
Crossbeam, Impartner PRM, Referral Rock, impact.comSix alternatives
Extole, Friendbuy, Referral Factory, ReferralCandy, SaaSquatch, Viral LoopsThree alternatives
FirstPromoter, ReferralCandy, TremendousGPT-6 LunaReferral RockPartnerStackChangedno first choiceReferralCandyagainst: Referral Rockno first choiceagainst: Friendbuy, ReferralCandy
Two alternatives
PartnerStack, impact.com AdvocateOne alternative
CrossbeamEight alternatives
Friendbuy, GrowSurf, Mention Me, Referral Rock, ReferralCandy, Rewardful, SaaSquatch, Yotpo Loyalty & ReferralsOne alternative
ReferralfulMuse Glimmer 30BReferral Factory, Referral RockPartnerStackChangedReferralCandyJoy, ReferralCandyno first choiceagainst: Admitad, CJ Affiliate, Commission Junction, Extole, Friendbuy, OpenReferral.us, ReferralCandy, Refersion, Viral Loops
Two alternatives
Ambassador, PartnerStackFive alternatives
Ambassador, JourneyBee, Kiflo PRM, Referral Rock, impact.comNine alternatives
Extole, Friendbuy, GrowSurf, Mention Me, Referral Factory, Referral Rock, Talkable, Tolt, Yotpo Loyalty & ReferralsFour alternatives
Smile.io, Tremendous Rewards, Viral Loops, Yotpo Loyalty & ReferralsBold 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 10:18 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:53 | yes | 1 | 4 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 13:58 | yes | 6 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:10 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:03 | yes | 13 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:40 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:40 | yes | 25 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:02 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:32 | yes | 5 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:04 | yes | 15 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:59 | yes | 19 | 128 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:35 | yes | 5 | 41 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:21 | yes | 3 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:08 | yes | 11 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:33 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:56 | yes | 2 | 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 09:47 | yes | 11 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:28 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:44 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:16 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:22 | yes | 25 | 65 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:06 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:28 | yes | 5 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:28 | yes | 20 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:33 | yes | 24 | 44 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:55 | yes | 5 | 14 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:55 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:02 | yes | 15 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:34 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:02 | yes | 5 | 9 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 17:06 | yes | 7 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:34 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:53 | yes | 5 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:58 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:33 | yes | 23 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:23 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:05 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:25 | yes | 14 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:54 | yes | 19 | 26 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:16 | yes | 14 | 35 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:51 | yes | 8 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:47 | yes | 14 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:49 | yes | 19 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:10 | yes | 4 | 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 09:58 | yes | 9 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:02 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:32 | yes | 10 | 20 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:31 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:11 | yes | 24 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:29 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:24 | yes | 5 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:38 | yes | 14 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:15 | yes | 24 | 97 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:43 | yes | 5 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:04 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:52 | yes | 11 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:37 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:42 | no | 0 | 5 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 15:24 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 14:30 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:38 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:25 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:11 | yes | 23 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:50 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:14 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:02 | yes | 24 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:22 | yes | 15 | 18 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:30 | yes | 5 | 31 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:13 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:37 | no | 0 | 5 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:54 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:25 | yes | 4 | 5 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 17:29 | yes | 8 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:51 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:06 | yes | 14 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:45 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:02 | yes | 24 | 69 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:56 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:09 | yes | 20 | 46 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:17 | yes | 24 | 51 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:41 | yes | 24 | 119 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:42 | yes | 19 | 36 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:52 | yes | 4 | 13 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:28 | yes | 15 | 21 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
Firstbird read as Radancy Firstbird
Impartner read as Impartner PRM
Kiflo read as Kiflo PRM
Yotpo read as Yotpo Loyalty & Referrals
ZINFI read as ZINFI Unified Partner Management
Unresolved, counted raw
Affitor
BoldTrail / Thryv
Bonanza
Fingerprint
Frenzy
GetLago
Growjo
GrowthSurf
HireRetro
HubSpot Referral Program
Impartus
Joinable
PostAffiliateWeb
Referralizer
Slazzer
Stylitics
Tremendous Rewards
Trophy
Upflow
ViralLoops
Virgo
Work Referral
Workey
Yazing
Zealous
Discontinued, still offered
No shut-down product was recommended here.