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. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
22%
Contested · Referral Rock 13%
22PartnerStack13Referral Rock13Smile.io52others
22% of first choices, contested.
Since September 2026▲+3Since September 2026: 19% → 22%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.PartnerStack held the lead, +3 points on 19%, 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.Standing →Mid-market
PartnerStack22%Contested▲+3Since September 2026: 19% → 22%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterprise
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.Standing →Mid-marketPartnerStack22%Contested▲+3Since September 2026: 19% → 22%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterpriseImpartner 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01PartnerStack22%0%30accepted challenger▲+3Since September 2026: 19% → 22%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.19% → 22%
PartnerStack22%0%30accepted challenger▲+3Since September 2026: 19% → 22%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.19% → 22%02Referral Rock13%17%36accepted challenger▲+1Since September 2026: 15% → 15%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 15%
Referral Rock13%17%36accepted challenger▲+1Since September 2026: 15% → 15%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 15%03
Smile.io13%0%10accepted challenger▲+7Since September 2026: 6% → 13%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 13%
Smile.io13%0%10accepted challenger▲+7Since September 2026: 6% → 13%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 13%04
GrowSurf6%17%23accepted challenger▲+7Since September 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 7%
GrowSurf6%17%23accepted challenger▲+7Since September 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 7%05
ReferralCandy6%31%39criticized challenger▼−6Since September 2026: 10% → 4%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 4%
ReferralCandy6%31%39criticized challenger▼−6Since September 2026: 10% → 4%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 4%06
Cello6%0%13accepted challenger▲+2Since September 2026: 4% → 7%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 7%
Cello6%0%13accepted challenger▲+2Since September 2026: 4% → 7%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 7%07
Friendbuy4%9%23accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
Friendbuy4%9%23accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%08
Ambassador4%6%16accepted challenger▼−6Since September 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 2%
Ambassador4%6%16accepted challenger▼−6Since September 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 2%09
Referral Factory4%12%17accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Referral Factory4%12%17accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%10
FirstPromoter2%9%11accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
FirstPromoter2%9%11accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%11
Yotpo Loyalty & Referrals2%9%11accepted 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%9%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%12
Talkable2%17%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Talkable2%17%12accepted 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 three products at 0%, ordered by negative rate
15
Viral Loops0%40%20criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
Viral Loops0%40%20criticized challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%13
impact.com0%14%14accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
impact.com0%14%14accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%14
Extole0%8%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Extole0%8%13accepted 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 →
010203040506070809101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01PartnerStack22%
PartnerStack22%02Referral Rock13%
Referral Rock13%03Smile.io13%
Smile.io13%04GrowSurf6%
GrowSurf6%05ReferralCandy6%
ReferralCandy6%06Cello6%
Cello6%07Friendbuy4%
Friendbuy4%08Ambassador4%
Ambassador4%09Referral Factory4%
Referral Factory4%10FirstPromoter2%
FirstPromoter2%11Yotpo Loyalty & Referrals2%
Yotpo Loyalty & Referrals2%12Talkable2%
Talkable2%13impact.com0%
impact.com0%14Extole0%
Extole0%15Viral Loops0%
Viral Loops0%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, 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.
ReferralCandy31%
12 of 39 labels negative · 11 of 14 models · 2 hard negative
“"Consumer-first tools like ReferralCandy and Viral Loops fail B2B programs because they track by user ID, not org, and have no CRM integration for sales-led funnels."” Muse Glimmer 30B, negative prompt
Viral Loops40%
8 of 20 labels negative · 8 of 14 models · 2 hard negative
“"Consumer-first tools like ReferralCandy and Viral Loops fail B2B programs because they track by user ID, not org, and have no CRM integration"” Muse Glimmer 30B, negative prompt
Referral Rock17%
6 of 36 labels negative · 5 of 14 models
“"starts at $175/month flat rate. There is a mandatory onboarding fee on top of that... The interface has been consistently described by users as dated."” Muse Glimmer 30B, negative prompt
GrowSurf17%
4 of 23 labels negative · 4 of 14 models
“Examples: Viral Loops, GrowSurf ... Avoid highly technical, developer-centric platforms (like GrowSurf) unless you have dedicated in-house engineers” Gemini 3.5 Flash, 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
79 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. 1126 links across 222 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 · GrowSurf31 answers · 50 citations · 12 models
vendor site · Cello30 answers · 55 citations · 12 models
vendor site · Open Loyalty29 answers · 29 citations · 12 models
vendor site · Tremendous28 answers · 29 citations · 11 models
vendor site · Moosend24 answers · 24 citations · 11 models
vendor site · ReferralCandy21 answers · 29 citations · 11 models
vendor site · Referral Rock21 answers · 27 citations · 10 models
vendor site · Prefinery21 answers · 25 citations · 8 models
19 answers · 37 citations · 10 models
vendor site · Extole19 answers · 25 citations · 10 models
vendor site · Refgrow17 answers · 17 citations · 8 models
vendor site · FirstPromoter16 answers · 23 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.
28 answers · 11 models
28 answers · 12 models
26 answers · 10 models
24 answers · 11 models
19 answers · 10 models
18 answers · 8 models
15 answers · 10 models
14 answers · 9 models
13 answers · 8 models
13 answers · 9 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 | 22% | 395 | 4,400 | 68 | 27,495 | 16 | ||
| Referral Rock referralrock.com | 13% | 191 | 720 | 10 | 18,599 | 1 | 2 | |
| Smile.io smile.io | 13% | 119 | 260 | 26 | 8,962 | $1,468 | 12 | |
| GrowSurf growsurf.com | 6% | 90 | 260 | 0 | 2,078 | 0 | ||
| ReferralCandy referralcandy.com | 6% | 171 | 590 | 3 | 18,870 | 28 | 6 | |
| Cello cello.so | 6% | 37 | 165,000 | 28,081 | 3,191 | 3 | ||
| Friendbuy friendbuy.com | 4% | 125 | 480 | 1 | 1,138 | 9 | ||
| Ambassador getambassador.com | 4% | 98 | 74,000 | 40,688 | 572 | 0 | ||
| Referral Factory referral-factory.com | 4% | 137 | 480 | 2 | 5,115 | 3 | 1 | |
| FirstPromoter firstpromoter.com | 2% | 66 | 590 | 9 | 797 | 12 |
Google's top ten for the two searches hold 10 sites; 4 of them are among the sites the models cited here (extole.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 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 4.5Cellono first choiceChangedno first choiceInviteBoxno first choiceagainst: Friendbuy, Genius Referrals, GrowSurf, Referral Factory, Referral Rock, ReferralCandy, Rivo Loyalty & Referrals, Talkable
Three alternatives
Friendbuy, PartnerStack, Referral RockNine alternatives
Extole, Friendbuy, GrowSurf, PartnerStack, Referral Rock, ReferralCandy, Talkable, Tapfiliate, Viral LoopsFour alternatives
Referral Rock, ReferralCandy, Systeme.io, VyperGPT-5.4 miniReferral FactoryPartnerStackChangedno first choiceUpPromoteagainst: GrowSurfno first choicenothing named
Four alternatives
Ambassador, PartnerStack, Referral Rock, impact.comOne alternative
impact.comSix alternatives
Ambassador, Friendbuy, ReferralCandy, SaaSquatch, Talkable, Viral LoopsThree alternatives
FirstPromoter, ReferralCandy, RewardfulGemini 3.5 FlashReferral RockPartnerStackChangedno first choiceSmile.ioagainst: Referral Factoryno first choiceagainst: GrowSurf, Referral Rock, ReferralCandy, SaaSquatch, Viral Loops, Vyper, Yotpo Loyalty & Referrals
Four alternatives
GrowSurf, PartnerStack, Referral Factory, impact.com AdvocateThree alternatives
Crossbeam, Kiflo PRM, impact.comFive alternatives
Cello, FirstPromoter, Friendbuy, Referral Factory, ReferralCandyFive alternatives
FirstPromoter, Partnero, ReferralCandy, SparkLoop, Viral LoopsPerplexity SonarReferral RockPartnerStackChangedFriendbuy, Referral FactoryGrowSurf, ReferralCandyno first choiceagainst: ReferralCandy, Viral Loops
Four alternatives
Ambassador, CustomerGauge, GrowSurf, Referral FactoryTwo alternatives
Crossbeam, Impartner PRMFive alternatives
KickoffLabs, Open Loyalty, PartnerStack, Trackdesk, Yotpo LoyaltyThree alternatives
FirstPromoter, Smile.io, Yotpo Loyalty & ReferralsGrok 4.1 FastAmbassadorPartnerStackChangedGrowSurf, ReferralCandyagainst: AmbassadorSmile.ioagainst: Referral RockFriendbuy, Talkableagainst: Birdeye, Get The Referral, ReferPro, ReferralCandy, Referrizer, Talkable, Viral Loops
Two alternatives
PartnerStack, Referral RockFour alternatives
Impartner PRM, Kiflo PRM, Rewardful, impact.comFour alternatives
Extole, Referral Rock, Talkable, Viral LoopsThree alternatives
GrowSurf, ReferralCandy, Viral LoopsOne alternative
GuideflowMistral SmallReferral RockImpartner PRM, PartnerTapChangedno first choiceFirstPromoter, ReferralCandyno first choiceagainst: Gleam, ReferralCandy, Viral Loops
One alternative
SaaSquatchThree alternatives
Channelscaler, InviteReferrals, ReferralMagicSix alternatives
Cello, GrowSurf, PartnerStack, Referral Factory, ReferralCandy, Viral LoopsThree alternatives
InviteReferrals, Referral Factory, Yotpo Loyalty & ReferralsDeepSeek V4 FlashCello, Referral RockxAmplifyChangedagainst: Impartner PRMGrowSurf, ReferralCandySmile.ioagainst: ReferralCandyReferral Rockagainst: Extoleagainst: FirstPromoter, ReferralCandy, Viral Loops
Three alternatives
Ambassador, GrowSurf, PartnerStackThree alternatives
Channelscaler, Channeltivity, PartnerStackSeven alternatives
Ambassador, Cello, Extole, Friendbuy, PartnerStack, Referral Rock, Viral LoopsTwo alternatives
Vyper, WooriseSix alternatives
Friendbuy, GrowSurf, MokaHR, SaaSquatch, Teamable, ZaoLlama 4 MaverickFriendbuyPartnerStackChangedno first choiceno first choiceno first choiceagainst: ReferralCandy, Viral Loops
Three alternatives
Partnero, Referral Rock, SaaSquatchThree alternatives
Friendbuy, Partnac, Zinfi Unified PartnerQwen 3.7 FlashPartnerStackagainst: impact.comPartnerStackHeldReferralCandyGrowSurf, Smile.ioJobvite, Jumpstartagainst: SAP SuccessFactors, Workdayagainst: Friendbuy, Gleam.io, ReferralCandy, UpPromote, Yotpo Referrals
Two alternatives
Cello.so, PartneroTwo alternatives
Channelscaler, ChanneltivitySix alternatives
Friendbuy, Influitive, PartnerStack, SparkLoop, Yotpo Loyalty & Referrals, impact.comTwo alternatives
HubSpot CRM, ReferralCandyFour alternatives
BambooHR, Factorial, Gusto, ZenefitsKimi K2Referral RockPartnerStackChangedno first choiceGrowSurf, Smile.ioagainst: Referral Rockno first choiceagainst: Birdeye, GrowSurf, Referral Rock, SC Conjured Referrals
Two alternatives
FirstPromoter, PartnerStackTwo alternatives
Channelscaler, impact.comSeven alternatives
Ambassador, Extole, FirstPromoter, PartnerStack, Referral Rock, ReferralCandy, TalkableTwo alternatives
Cello, ReferralCandyFive alternatives
ERIN, Hellora, Sprad, Talentech, Team EngineGLM 4.7 FlashXCelloPartnerStackChangedno first choiceReferrals.comno first choiceagainst: All Web Referrals, ReferralExchange, refer.me
Four alternatives
Ambassador, Extole, Referral Factory, Referral RockThree alternatives
Channelscaler, Kiflo PRM, impact.comSeven alternatives
GrowSurf, Kickoff Labs, Referral Factory, Referral Rock, ReferralCandy, UpViral, Viral LoopsThree alternatives
Shopjar, Viral Loops, Yotpo Loyalty & ReferralsMiniMax M2.5Referral Rockagainst: SaaSquatchPartnerStackChangedno first choiceSmile.io, Yotpo Loyalty & Referralsno first choiceagainst: Birdeye, ReferralCandy, Viral Loops
Three alternatives
Ambassador, Friendbuy, PartnerStackThree alternatives
Channelscaler, Referral Rock, impact.comOne alternative
Referral RockGPT-6 LunaSaaSquatchPartnerStackChangedno first choiceReferralCandy, Rewardfulno first choiceagainst: ReferralCandy
Two alternatives
PartnerStack, Referral RockOne alternative
CrossbeamEight alternatives
Friendbuy, GrowSurf, Mention Me, Referral Rock, ReferralCandy, Rewardful, Yotpo Loyalty & Referrals, impact.comMuse Glimmer 30BAmbassadorPartnerStackChangedagainst: impact.comimpact.comReferral Factory, Smile.iono first choiceagainst: Referral Rock, ReferralCandy, Viral Loops
Four alternatives
Extole, PartnerStack, Partnerize, Referral RockOne alternative
ChanneltivityFour alternatives
Friendbuy, ReferralCandy, Rewardful, TapfiliateFour alternatives
HelloReferrals, Referral Rock, ReferralCandy, Yotpo 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. 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 12:44 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:17 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:22 | yes | 11 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 12:39 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 14:05 | yes | 21 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:14 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:55 | yes | 23 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:20 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:09 | yes | 8 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:26 | yes | 19 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:23 | yes | 22 | 87 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:10 | yes | 24 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:11 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:15 | yes | 14 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:32 | no | 0 | 3 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:42 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:47 | yes | 9 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 13:06 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:00 | yes | 25 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:30 | yes | 14 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:49 | yes | 21 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:55 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:54 | yes | 15 | 47 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:20 | yes | 19 | 16 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:52 | yes | 15 | 21 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:55 | yes | 18 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:59 | yes | 3 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:40 | yes | 22 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:43 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:36 | yes | 7 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:28 | yes | 23 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:19 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:39 | yes | 20 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:14 | yes | 10 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:02 | yes | 23 | 56 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:32 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:57 | yes | 5 | 14 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:58 | yes | 13 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:14 | yes | 23 | 60 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:27 | yes | 13 | 35 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:36 | yes | 8 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:26 | yes | 14 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:46 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:09 | yes | 5 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:11 | yes | 27 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:22 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:37 | yes | 20 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:25 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:35 | yes | 24 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:54 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:20 | yes | 14 | 21 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:25 | yes | 23 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:17 | yes | 24 | 69 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:00 | yes | 9 | 13 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:20 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:42 | yes | 13 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:23 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:41 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:23 | yes | 12 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:39 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:42 | yes | 14 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:59 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 14:09 | yes | 20 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:14 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:59 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:52 | yes | 23 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:54 | yes | 13 | 29 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:27 | yes | 5 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:44 | yes | 2 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:18 | yes | 14 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:24 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:28 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:34 | yes | 17 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 12:17 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:30 | yes | 25 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:32 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:56 | yes | 22 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:00 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:09 | yes | 19 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:44 | yes | 20 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:42 | yes | 24 | 50 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:09 | yes | 20 | 29 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:48 | yes | 3 | 12 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:22 | 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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Category-scoped readings
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
Avature
BWZ
Bonusly
Factorial
Gleam.io
HireVue Referral
Incentro
Jobvite
Jumpstart
Keka
Kickoff Labs
Partnac
Recruiter.com
Referral Candy
ReferralExchange
ReferralMagic
Referrals.com
Referri
Rivo Loyalty & Referrals
SC Conjured Referrals
Salesforce AppExchange partner ecosystem tools
Talentech
Team Engine
Workable
Zao
Zuora for partnerships
refer.me
Discontinued, still offered
No shut-down product was recommended here.