Referral and partner programs for small business buyers
Asked as “referral program software”, and as “partner ecosystem and referral tracking tool”, on behalf of a small B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
21%
Contested · PartnerStack 13%
21Referral Rock13PartnerStack12ReferralCandy54others
21% of first choices, contested.
Since September 2026▼−1Since September 2026: 17% → 16%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Referral Rock held the lead, −1 point on 17%, inside the 11-point 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 Rock21%Contested▼−1Since September 2026: 17% → 16%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-market
PartnerStack22%Contested▲+3Since September 2026: 19% → 22%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Impartner PRM22%Contested▲+3Since September 2026: 18% → 21%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Referral Rock21%Contested▼−1Since September 2026: 17% → 16%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketPartnerStack22%Contested▲+3Since September 2026: 19% → 22%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseImpartner PRM22%Contested▲+3Since September 2026: 18% → 21%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01Referral Rock21%13%47accepted challenger▼−1Since September 2026: 17% → 16%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 16%
Referral Rock21%13%47accepted challenger▼−1Since September 2026: 17% → 16%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 16%02PartnerStack13%38%21criticized challenger▼−1Since September 2026: 15% → 14%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 14%
PartnerStack13%38%21criticized challenger▼−1Since September 2026: 15% → 14%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 14%03
ReferralCandy12%27%37criticized challenger▲+3Since September 2026: 9% → 12%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 12%
ReferralCandy12%27%37criticized challenger▲+3Since September 2026: 9% → 12%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 12%04
Viral Loops10%6%16accepted challenger▲+9Since September 2026: 0% → 9%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 9%
Viral Loops10%6%16accepted challenger▲+9Since September 2026: 0% → 9%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 9%05
Rewardful8%0%10accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%
Rewardful8%0%10accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%06
Referral Factory6%5%38accepted challenger▼−2Since September 2026: 9% → 7%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 7%
Referral Factory6%5%38accepted challenger▼−2Since September 2026: 9% → 7%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 7%07
FirstPromoter6%0%17accepted challenger▼−2Since September 2026: 9% → 7%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 7%
FirstPromoter6%0%17accepted challenger▼−2Since September 2026: 9% → 7%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 7%08
GrowSurf2%0%29accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
GrowSurf2%0%29accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%09
Yotpo Loyalty & Referrals2%20%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Yotpo Loyalty & Referrals2%20%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the one product at 0%, ordered by negative rate
10
Friendbuy0%67%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Friendbuy0%67%18criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-eight head-to-head pages: the top eight products, each against each
PartnerStack vs ReferralCandyPartnerStack vs CelloPartnerStack vs FriendbuyPartnerStack vs AmbassadorReferral Rock vs Smile.ioReferral Rock vs GrowSurfReferral Rock vs ReferralCandyReferral Rock vs CelloReferral Rock vs FriendbuyReferral Rock vs AmbassadorSmile.io vs GrowSurfSmile.io vs ReferralCandySmile.io vs CelloSmile.io vs FriendbuySmile.io vs AmbassadorGrowSurf vs ReferralCandyGrowSurf vs CelloGrowSurf vs FriendbuyGrowSurf vs AmbassadorReferralCandy vs CelloReferralCandy vs FriendbuyReferralCandy vs AmbassadorCello vs FriendbuyCello vs AmbassadorFriendbuy 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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Referral Rock21%
Referral Rock21%02PartnerStack13%
PartnerStack13%03ReferralCandy12%
ReferralCandy12%04Viral Loops10%
Viral Loops10%05Rewardful8%
Rewardful8%06Referral Factory6%
Referral Factory6%07FirstPromoter6%
FirstPromoter6%08GrowSurf2%
GrowSurf2%09Yotpo Loyalty & Referrals2%
Yotpo Loyalty & Referrals2%10Friendbuy0%
Friendbuy0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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.
Friendbuy67%
12 of 18 labels negative · 10 of 14 models · 3 hard negative
“Avoid platforms that force you to request a quote... **Quote-based pricing** (like **Friendbuy** and **Talkable**)... **Friendbuy** — has received complaints about lacking customer service” DeepSeek V4 Flash, negative prompt
ReferralCandy27%
10 of 37 labels negative · 8 of 14 models · 2 hard negative
“revenue-share models (ReferralCandy's 10.5% fee)... can quickly erase margins for small businesses” Kimi K2, negative prompt
Talkable89%
8 of 9 labels negative · 6 of 14 models · 3 hard negative
“Tools like **Talkable**, **Extole**, and **Ambassador** are built for large companies but sometimes marketed broadly.” DeepSeek V4 Flash, negative prompt
PartnerStack38%
8 of 21 labels negative · 5 of 14 models · 4 hard negative
“Overly Complex or B2B/SaaS-Heavy Tools (e.g., PartnerStack, SaaSquatch)**: - Designed for long sales cycles... not ideal for simple e-commerce” Grok 4.1 Fast, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 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. 1070 links across 206 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Open Loyalty34 answers · 35 citations · 11 models
33 answers · 33 citations · 11 models
vendor site · Referral Rock32 answers · 57 citations · 12 models
vendor site · GrowSurf32 answers · 53 citations · 11 models
vendor site · Moosend31 answers · 31 citations · 10 models
vendor site · Tremendous31 answers · 31 citations · 11 models
28 answers · 36 citations · 12 models
vendor site · ReferralCandy25 answers · 33 citations · 12 models
21 answers · 21 citations · 10 models
vendor site · Prefinery20 answers · 22 citations · 7 models
vendor site · Affise19 answers · 19 citations · 10 models
19 answers · 19 citations · 9 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.
33 answers · 11 models
33 answers · 11 models
31 answers · 10 models
31 answers · 11 models
29 answers · 11 models
21 answers · 10 models
20 answers · 11 models
19 answers · 10 models
19 answers · 9 models
19 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 |
|---|---|---|---|---|---|---|---|---|
| Referral Rock referralrock.com | 21% | 191 | 720 | 10 | 18,599 | 1 | 2 | |
| PartnerStack partnerstack.com | 13% | 395 | 4,400 | 68 | 27,495 | 16 | ||
| ReferralCandy referralcandy.com | 12% | 171 | 590 | 3 | 18,870 | 28 | 6 | |
| Viral Loops viral-loops.com | 10% | 57 | 590 | 3 | 1,158 | 1 | ||
| Rewardful rewardful.com | 8% | 68 | 1,600 | 133,645 | 4,378 | 22 | ||
| Referral Factory referral-factory.com | 6% | 137 | 480 | 2 | 5,115 | 3 | 1 | |
| FirstPromoter firstpromoter.com | 6% | 66 | 590 | 9 | 797 | 12 | ||
| Cello cello.so | 6% | 37 | 165,000 | 28,081 | 3,191 | 3 | ||
| Kiflo PRM kiflo.com | 4% | 128 | 20 | 0 | 1,941 | $457 | 5 | |
| GrowSurf growsurf.com | 2% | 90 | 260 | 0 | 2,078 | 0 |
Google's top ten for the two searches hold 10 sites; 5 of them are among the sites the models cited here (affise.com, referral-factory.com, referralcandy.com, referralrock.com, tremendous.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 small B2B company?”Paraphrase“Which partner ecosystem and referral tracking tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top referral program tools for a small team and how do they differ?”Budget-constrained“What is the best referral program software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a referral program software. What should we look at?”Negative“Which referral program tools should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choicePartnerStackChangedReferral FactoryViral Loopsno first choiceagainst: Friendbuy, Lootly, Referral Rock, Talkable, Yotpo Referrals
Four alternatives
FirstPromoter, Genius Referrals, GrowSurf, Referral RockTwo alternatives
FirstPromoter, Referral RockFour alternatives
Ambassador, GrowSurf, Referral Rock, ReferralCandyFour alternatives
Blossu, Genius Referrals, Referral Factory, ReferralCandyGPT-5.4 miniReferral Rockagainst: TalkablePartnerStackChangedSmile.ioagainst: Mention MeRewardfulagainst: Friendbuyno first choicenothing named
One alternative
RewardfulTwo alternatives
PartnerStack Spark, impact.comThree alternatives
Friendbuy, ReferralCandy, Viral LoopsGemini 3.5 FlashReferral Factoryagainst: Influitive, PartnerStack, ReferralCandy, Smile.io, Yotpo Loyalty & Referrals, impact.comKiflo PRMChangedagainst: PartnerStackFirstPromoterUpPromoteFirstPromoter, ReferralCandyagainst: Friendbuy, Talkableagainst: Affise, Ambassador, Friendbuy, PartnerStack, Partnerize, Referral Rock, ReferralCandy, SaaSquatch, Talkable, Voucherify, impact.com
Three alternatives
FirstPromoter, GrowSurf, Referral RockThree alternatives
FirstPromoter, PartnerPortal.io, Referral RockFour alternatives
GrowSurf, Referral Rock, ReferralCandy, Viral LoopsSeven alternatives
BixGrow, Endorsely, FirstPromoter, ReferralCandy, Rewardful, Viral Loops, VyperSix alternatives
ERIN, GrowSurf, GrowthDrive, PromoteKit, Referral Factory, Social SnowballPerplexity SonarReferral RockPartnerStackChangedReferral Factoryagainst: FriendbuyReferralCandyagainst: Tapfiliateno first choiceagainst: ReferralCandy, Viral Loops
Four alternatives
CustomerGauge, GrowSurf, Introw, Referral FactoryOne alternative
Kiflo PRMFour alternatives
GrowSurf, Mention Me, Referral Rock, ReferralHeroOne alternative
Referral FactoryGrok 4.1 FastReferral Rockagainst: Friendbuy, ReferralCandyRewardfulChangedagainst: PartnerStack, TapfiliateReferralCandySmile.ioagainst: Extole, TalkableGrowSurf, Referral Rockagainst: Extole, Friendbuy, Genius Referrals, Get The Referral, PartnerStack, ReferralCandy, SaaSquatch
Two alternatives
Influitive, Referral FactoryTwo alternatives
Partnero, Referral RockThree alternatives
GrowSurf, Referral Factory, Referral RockFour alternatives
Genius Referrals, GrowSurf, InviteReferrals, ReferralCandyOne alternative
Referral FactoryMistral SmallCello, Referral FactoryPartnerStackChangedReferral RockHelloReferrals, Referral Factoryno first choiceagainst: Referral Factory
Two alternatives
Referral Rock, ReferralHeroTwo alternatives
PartnerBoard, ZINFI Unified Partner ManagementThree alternatives
GrowSurf, Referral Factory, ReferralCandyTwo alternatives
Referral Rock, ReferralHeroDeepSeek V4 FlashReferral RockKiflo PRMChangedReferralCandyReferralCandyagainst: Referral RockReferral Rockagainst: Extole, ReferralCandy, Talkable, impact.comagainst: Ambassador, Extole, Friendbuy, Genius Referrals, ReferPro, Talkable
Three alternatives
Cello, GrowSurf, Referral FactoryTwo alternatives
PartnerStack, Referral RockFive alternatives
GrowSurf, Referral Factory, Referral Rock, ReferralHero, TapfiliateTwo alternatives
GrowSurf, Yotpo Loyalty & ReferralsThree alternatives
GrowSurf, Post Affiliate Pro, Referral FactoryLlama 4 MaverickCellono first choiceChangedno first choiceno first choiceno first choicenothing named
Three alternatives
Referral Factory, Referral Rock, Yotpo Loyalty & ReferralsQwen 3.7 FlashGenius ReferralsPartnerStackChangedGrowSurf, ReferralCandyViral Loopsagainst: ReferralCandyno first choicenothing named
Four alternatives
Cello, Referral Factory, Referral Rock, Viral LoopsOne alternative
IntrozyThree alternatives
Ambassador, Referral Factory, Viral LoopsTwo alternatives
FirstPromoter, SparkLoopKimi K2FirstPromoter, RewardfulFirstPromoterChangedagainst: Channeltivity, Impartner PRM, Magentrix, PartnerStackFirstPromoter, Viral LoopsReferralCandy, Viral Loopsno first choiceagainst: Extole, Friendbuy, Referral Rock, ReferralCandy, Yotpo Loyalty & Referrals
Three alternatives
Cello, PartnerStack, Referral RockTwo alternatives
Kiflo PRM, Referral RockFour alternatives
GrowSurf, Prefinery, Referral Factory, ReferralCandyTwo alternatives
GrowSurf, Yotpo Loyalty & ReferralsGLM 4.7 FlashXCelloPartnerStackChangedno first choiceReferralCandy, Viral Loopsno first choicenothing named
Three alternatives
Friendbuy, GrowSurf, Referral FactoryOne alternative
Kiflo PRMTen alternatives
Affise, Genius Referrals, GrowSurf, KickoffLabs, Prefinery, Referral Factory, Referral Rock, Revetize, Shopjar, Viral LoopsOne alternative
GrowSurfMiniMax M2.5Referral RockPartnerBoardChangedReferralCandyagainst: FriendbuyYotpo Loyalty & Referralsno first choicenothing named
Three alternatives
Ambassador, HelloReferrals, Referral FactoryThree alternatives
Introw, PartnerShare, PartnerStackTwo alternatives
InviteReferrals, Referral RockThree alternatives
InviteReferrals, ReferralCandy, Viral LoopsGPT-6 LunaReferral RockReferral RockHeldagainst: PartnerStackReferralCandy, Smile.ioagainst: Referral RockReferralCandy, Rewardfulagainst: Referral Rockno first choiceagainst: Friendbuy, ReferralCandy
Two alternatives
FirstPromoter, PartnerStackOne alternative
Kiflo PRMTwo alternatives
GrowSurf, RewardfulMuse Glimmer 30BReferral RockPartnerStack, Referral RockChangedGrowSurf, Referral Factory, Referral Rock, ReferralCandyCampaigned, Viral Loopsno first choiceagainst: All Web Referrals, Ambassador, Buyapowa, Extole, Friendbuy, PartnerStack, Referral Factory, ReferralCandy, ReferralExchange, Inc., SC Conjured Referral Program, Talkable
Two alternatives
GrowSurf, Referral FactoryOne alternative
RewardfulOne alternative
Smile.ioFive alternatives
FirstPromoter, NiceJob, Referral Factory, ReferralCandy, Yotpo Loyalty & ReferralsSix alternatives
GrowSurf, Prefinery, Referral Factory, Referral Rock, ReferralCandy, Viral LoopsBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:29 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:47 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:12 | yes | 17 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 12:53 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:18 | yes | 22 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:05 | yes | 11 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:44 | yes | 19 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:32 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:56 | yes | 14 | 19 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:44 | yes | 15 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:05 | yes | 22 | 26 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:31 | yes | 11 | 42 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:15 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:15 | yes | 10 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:40 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:22 | yes | 3 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:57 | yes | 21 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:23 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:08 | yes | 25 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:35 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:09 | yes | 24 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:29 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:17 | yes | 22 | 93 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:45 | yes | 19 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:44 | yes | 23 | 51 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:18 | yes | 11 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:39 | yes | 3 | 23 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:05 | yes | 15 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:34 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:46 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:43 | yes | 20 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:27 | yes | 19 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:53 | yes | 18 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:07 | yes | 13 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:18 | yes | 20 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:14 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:17 | yes | 10 | 44 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:34 | yes | 23 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:14 | yes | 7 | 143 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:58 | yes | 25 | 43 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:04 | yes | 5 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:15 | yes | 20 | 46 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:43 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:19 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:13 | yes | 20 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:58 | yes | 19 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:24 | yes | 24 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:02 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:07 | yes | 25 | 37 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:08 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:16 | yes | 19 | 53 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:16 | yes | 11 | 16 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:33 | yes | 24 | 136 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:47 | yes | 12 | 25 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:07 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:44 | yes | 11 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:40 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 14:07 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:48 | yes | 10 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:26 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:21 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:44 | no | 0 | 4 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:09 | yes | 17 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:58 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:32 | no | 0 | 40 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:02 | yes | 19 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:39 | no | 0 | 51 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:06 | no | 0 | 49 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:28 | yes | 1 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:45 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:11 | yes | 17 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:17 | yes | 3 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:38 | yes | 10 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:36 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:34 | yes | 21 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:14 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:50 | yes | 20 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:25 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:45 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:38 | yes | 24 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:50 | yes | 22 | 47 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:29 | yes | 14 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:57 | yes | 3 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:12 | yes | 21 | 28 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
Kiflo read as Kiflo PRM
Yotpo read as Yotpo Loyalty & Referrals
Yotpo (Referrals module) read as Yotpo Loyalty & Referrals
Unresolved, counted raw
Anytime
Campaigned
Draft
GrowthDrive
Introzy
PartnerShare
PartnerStack Spark
Partnereer
Referral Hero
ReferralExchange, Inc.
Rover
Discontinued, still offered
No shut-down product was recommended here.