Referral and partner programs for enterprise buyers
Asked as “referral program software”, and as “partner ecosystem and referral tracking tool”, on behalf of an enterprise B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
22%
Contested · Ambassador 20%
22Impartner PRM20Ambassador17Referral Rock41others
22% of first choices, contested.
Since September 2026▲+5Since September 2026: 16% → 21%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Impartner PRM held the lead, +5 points on 16%, 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.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.This page
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.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.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Impartner PRM22%0%13accepted challenger▲+5Since September 2026: 16% → 21%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 21%
Impartner PRM22%0%13accepted challenger▲+5Since September 2026: 16% → 21%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 21%02
Ambassador20%6%33accepted challenger▲+3Since September 2026: 18% → 21%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.18% → 21%
Ambassador20%6%33accepted challenger▲+3Since September 2026: 18% → 21%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.18% → 21%03Referral Rock17%4%25accepted challenger▲+11Since September 2026: 6% → 17%, +11 points. Past the 11-point floor: movement. Read over the models both editions asked.6% → 17%
Referral Rock17%4%25accepted challenger▲+11Since September 2026: 6% → 17%, +11 points. Past the 11-point floor: movement. Read over the models both editions asked.6% → 17%04PartnerStack13%0%26accepted challenger▼−2Since September 2026: 14% → 13%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 13%
PartnerStack13%0%26accepted challenger▼−2Since September 2026: 14% → 13%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 13%05
Friendbuy6%17%36accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
Friendbuy6%17%36accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%06
Extole4%17%46accepted challenger▼−4Since September 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 4%
Extole4%17%46accepted challenger▼−4Since September 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 4%07
impact.com4%14%14accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
impact.com4%14%14accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%08
Referral Factory4%27%22criticized challenger▼−2Since September 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 4%
Referral Factory4%27%22criticized challenger▼−2Since September 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 4%09
Talkable2%13%23accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%
Talkable2%13%23accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%10
SaaSquatch2%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%
SaaSquatch2%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%Show the two products at 0%, ordered by negative rate
12
ReferralCandy0%91%22criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
ReferralCandy0%91%22criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11
Mention Me0%0%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Mention Me0%0%12accepted 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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Impartner PRM22%
Impartner PRM22%02Ambassador20%
Ambassador20%03Referral Rock17%
Referral Rock17%04PartnerStack13%
PartnerStack13%05Friendbuy6%
Friendbuy6%06Extole4%
Extole4%07impact.com4%
impact.com4%08Referral Factory4%
Referral Factory4%09Talkable2%
Talkable2%10SaaSquatch2%
SaaSquatch2%11Mention Me0%
Mention Me0%12ReferralCandy0%
ReferralCandy0%What they warned about
Zero 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, 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.
ReferralCandy91%
20 of 22 labels negative · 12 of 14 models · 13 hard negative
“consumer-first tools like ReferralCandy and Viral Loops may not be suitable for B2B programs because they track by user ID, not org, and have no CRM integration” Llama 4 Maverick, negative prompt
Viral Loops89%
8 of 9 labels negative · 8 of 14 models · 8 hard negative
“Viral Loops fits consumer waitlists. B2B SaaS teams running in-product referrals need native mobile SDKs and server-side attribution” Muse Glimmer 30B, negative prompt
Extole17%
8 of 46 labels negative · 7 of 14 models
“Noted for enterprise-only positioning with heavy implementation cycles and pricing to match.” Muse Glimmer 30B, direct prompt
Friendbuy17%
6 of 36 labels negative · 6 of 14 models · 2 hard negative
“Avoid these (for your use case): ... **Friendbuy** — Quote-only, but often has per-conversion components in the contract.” DeepSeek V4 Flash, budget 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. 1111 links across 228 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 Loyalty35 answers · 36 citations · 11 models
vendor site · Extole31 answers · 52 citations · 12 models
vendor site · Cello30 answers · 51 citations · 12 models
vendor site · GrowSurf22 answers · 24 citations · 10 models
vendor site · Voucherify22 answers · 24 citations · 10 models
20 answers · 42 citations · 10 models
20 answers · 30 citations · 10 models
19 answers · 21 citations · 8 models
18 answers · 28 citations · 11 models
vendor site · Tremendous18 answers · 19 citations · 9 models
vendor site · Moosend18 answers · 18 citations · 8 models
17 answers · 26 citations · 10 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.
34 answers · 11 models
22 answers · 10 models
20 answers · 9 models
19 answers · 9 models
18 answers · 9 models
18 answers · 8 models
15 answers · 7 models
15 answers · 10 models
14 answers · 9 models
14 answers · 10 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 |
|---|---|---|---|---|---|---|---|---|
| Impartner PRM impartner.com | 22% | 301 | 110 | 1 | 63,020 | 7 | ||
| Ambassador getambassador.com | 20% | 98 | 74,000 | 40,688 | 572 | 0 | ||
| Referral Rock referralrock.com | 17% | 191 | 720 | 10 | 18,599 | 1 | 2 | |
| PartnerStack partnerstack.com | 13% | 395 | 4,400 | 68 | 27,495 | 16 | ||
| Friendbuy friendbuy.com | 6% | 125 | 480 | 1 | 1,138 | 9 | ||
| Extole extole.com | 4% | 120 | 880 | 476 | 8,207 | 13 | 6 | |
| impact.com impact.com | 4% | 256 | 1,900 | 153 | 111,771 | $3,520 | 117 | |
| Referral Factory referral-factory.com | 4% | 137 | 480 | 2 | 5,115 | 3 | 1 | |
| Salesforce parent site Salesforce PRM 2%, Salesforce Partner Relationship Management 2% | 4% | 158 | 550,000 | 60,632 | ||||
| Talkable talkable.com | 2% | 63 | 590 | 16 | 1,421 |
Google's top ten for the two searches hold 10 sites; 3 of them are among the sites the models cited here (extole.com, referral-factory.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 an enterprise B2B company?”Paraphrase“Which partner ecosystem and referral tracking tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade referral program tools and how do they differ?”Budget-constrained“What is the best referral program software for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a referral program software. What should we look at?”Negative“Which referral program tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5PartnerStackImpartner PRMChangedExtoleagainst: Ambassador, BuyapowaTalkableagainst: Extoleno first choicenothing named
Five alternatives
Ambassador, Cello, FirstPromoter, Influitive, Referral RockTwo alternatives
Salesforce PRM, impact.comThree alternatives
Mention Me, Open Loyalty, TalkableTwo alternatives
Referral Rock, TapfiliateGPT-5.4 miniFriendbuySalesforce Partner Relationship Management, impact.comChangedFriendbuyFriendbuyno first choicenothing named
Five alternatives
ERIN, Impartner PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementOne alternative
Viral LoopsOne alternative
ERINGemini 3.5 FlashPartnerStackImpartner PRMChangedagainst: Salesforce PRMno first choiceReferral Rockagainst: ReferralCandyno first choiceagainst: CJ Affiliate, ReferralCandy, ShareASale, Smile.io, impact.com
Four alternatives
Cello, GrowSurf, Referral Rock, impact.comTwo alternatives
PartnerStack, WorkSpanSix alternatives
Buyapowa, Extole, Friendbuy, Mention Me, SaaSquatch, TalkableThree alternatives
Ambassador, Friendbuy, Referral FactoryPerplexity SonarAmbassadoragainst: ExtoleImpartner PRMChangedAnnex Cloud, ExtoleReferral RockReferral Factoryagainst: Celloagainst: KickoffLabs, Lootly, LoyaltyLion, Referral Magic, ReferralCandy, Viral Loops, Yotpo Loyalty & Referrals
Three alternatives
Friendbuy, PartnerStack, impact.comOne alternative
PartnerStackFive alternatives
Ambassador, Friendbuy, PartnerStack, Referral Factory, TalkableOne alternative
ExtoleThree alternatives
Ambassador, Extole, SaaSquatchGrok 4.1 FastAmbassadorImpartner PRMChangedSaaSquatchReferral Rockagainst: Ambassador, Extole, FirstPromoter, Friendbuy, Referral Factory, ReferralCandy, TalkableAmbassadoragainst: Gleam, GrowSurf, Referral Factory, ReferralCandy, Tapfiliate, Viral Loops
Four alternatives
Cello, Extole, Influitive, Referral RockThree alternatives
PartnerStack, Salesforce PRM, impact.comFive alternatives
Ambassador, Extole, Friendbuy, Referral Rock, TalkableTwo alternatives
GrowSurf, RewardfulThree alternatives
Extole, PartnerStack, Referral FactoryMistral SmallAmbassador, PartnerStackagainst: ExtoleImpartner PRMChangedagainst: ChannelscalerAnnex Cloud, Extoleagainst: ReferralCandyReferral Rockagainst: ERIN, Friendbuy, Yotpo Referralsno first choiceagainst: Gleam, Post Affiliate Pro, Referral Factory
One alternative
PartnerStackOne alternative
CelloDeepSeek V4 FlashAmbassador, impact.comImpartner PRMChangedExtoleReferral Rockagainst: Friendbuy, GrowSurf, ReferralCandyno first choiceagainst: LoyaltyLion, ReferralCandy
Three alternatives
Cello, Extole, PartnerStackThree alternatives
Crossbeam, Salesforce PRM, impact.comFive alternatives
Annex Cloud, Friendbuy, Mention Me, Referral Rock, TalkableTwo alternatives
Extole, TalkableLlama 4 MaverickExtolePartnerStackChangedno first choiceno first choiceno first choiceagainst: ReferralCandy, Viral Loops
Two alternatives
Ambassador, MoosendThree alternatives
Operator plan, Partnero, Referral FactoryQwen 3.7 FlashAmbassadorImpartner PRM, TeamableChangedAmbassadorReferral Rockagainst: Extole, FirstPromoter, Friendbuy, LeadDyno, ReferralCandy, Talkable, Yotpo Loyalty & Referralsno first choiceagainst: ReferralCandy, Viral Loops
Four alternatives
InviteReferrals, PartnerStack, Referral Rock, impact.comThree alternatives
Greenhouse, Lever, Salesforce PRMFour alternatives
Extole, Friendbuy, Mention Me, Referral RockTwo alternatives
Rewardful, TapfiliateKimi K2Ambassador, InfluitiveImpartner PRM, Salesforce PRMChangedExtoleagainst: ReferralCandyReferral Factory, Referral Rockagainst: Extole, Friendbuy, ReferralCandy, TalkableExtoleagainst: Gleam, GrowSurf, KickoffLabs, LoyaltyLion, ReferralCandy, Tracknow, Upfluence, Viral Loops, Yotpo Loyalty & Referrals
Three alternatives
Buyapowa, Extole, Referral RockTwo alternatives
WorkSpan, impact.comFive alternatives
Ambassador, Buyapowa, Friendbuy, Mention Me, TalkableTwo alternatives
Referral Factory, impact.comGLM 4.7 FlashXAmbassadorImpartner PRMChangedAmbassador, ExtoleAmbassadorno first choiceagainst: Gleam, KickoffLabs, Referral Factory, ReferralCandy, Viral Loops
Four alternatives
Extole, Mention Me, Partnerize, Referral FactoryThree alternatives
Cometly, Friendbuy, PartnerStack PRMTen alternatives
Annex Cloud, Friendbuy, GrowSurf, KickoffLabs, LoyaltyLion, Mention Me, PartnerStack, Referral Factory, Voucherify, Yotpo ReferralsThree alternatives
Extole, PartnerStack, impact.comThree alternatives
Extole, Referral Factory, SaaSquatchMiniMax M2.5Ambassador, PartnerStackImpartner PRM, PartnerStackChangedExtoleagainst: Referral Factory, ReferralCandy, Viral LoopsReferral Rockagainst: ReferralCandyno first choicenothing named
Three alternatives
Extole, Friendbuy, InviteReferralsOne alternative
Salesforce PRMFour alternatives
Ambassador, Friendbuy, Talkable, Yotpo Loyalty & ReferralsSix alternatives
ERIN, Extole, Firstbird, Friendbuy, Referral Factory, TalkableGPT-6 LunaSaaSquatchagainst: impact.comImpartner PRMChangedFriendbuy, Talkableagainst: SaaSquatchFriendbuyagainst: Referral Rockno first choiceagainst: ReferralCandy
One alternative
InfluitiveTwo alternatives
Crossbeam, PartnerStackThree alternatives
Extole, Mention Me, impact.com AdvocateTwo alternatives
Relay, VouchedInMuse Glimmer 30BAmbassadoragainst: ExtoleImpartner PRM, PartnerStackChangedExtoleReferral Rockagainst: InviteReferrals, ReferralCandyno first choiceagainst: Extole, FirstPromoter, Friendbuy, Gleam, Referral Factory, ReferralCandy, Tapfiliate, Viral Loops
Three alternatives
Mention Me, PartnerStack, SaaSquatchTwo alternatives
Salesforce PRM, impact.comThree alternatives
Ambassador, Friendbuy, TalkableFour alternatives
Extole, Friendbuy, Referral Factory, SaaSquatchBold 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 11:59 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:13 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:41 | yes | 13 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:58 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:52 | yes | 19 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:09 | yes | 15 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:41 | yes | 21 | 37 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:41 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:54 | no | 0 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:03 | yes | 15 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:31 | yes | 19 | 134 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:01 | yes | 12 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:59 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:21 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:55 | yes | 19 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:53 | yes | 2 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:35 | yes | 22 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:33 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:16 | yes | 24 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:48 | yes | 10 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:37 | yes | 23 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:39 | yes | 5 | 10 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:13 | yes | 10 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:24 | yes | 23 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:52 | yes | 14 | 224 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:27 | yes | 19 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:14 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:33 | yes | 24 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 14:13 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:19 | yes | 2 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:52 | yes | 16 | 33 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 14:14 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:40 | yes | 23 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:31 | yes | 18 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:50 | yes | 23 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:45 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:08 | yes | 14 | 50 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:34 | yes | 15 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:00 | yes | 24 | 60 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:33 | yes | 19 | 26 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:06 | yes | 6 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:12 | yes | 21 | 43 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:12 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:06 | yes | 2 | 8 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:16 | yes | 16 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:26 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:10 | yes | 21 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:00 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:19 | yes | 21 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:49 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:06 | yes | 12 | 73 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:39 | yes | 9 | 15 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:09 | yes | 24 | 16 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:16 | yes | 17 | 35 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:27 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:19 | yes | 23 | 48 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:38 | yes | 18 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:37 | yes | 4 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:44 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:53 | yes | 14 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:56 | yes | 18 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:36 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:16 | yes | 18 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:35 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:48 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:07 | yes | 24 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:10 | yes | 22 | 63 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:26 | no | 0 | 52 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:28 | yes | 4 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:39 | yes | 15 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:37 | yes | 14 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:50 | yes | 2 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:11 | yes | 9 | 36 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:30 | yes | 24 | 8 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:49 | yes | 19 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:46 | yes | 5 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:36 | yes | 21 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:01 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:15 | yes | 5 | 25 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:30 | yes | 20 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:07 | yes | 13 | 181 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:23 | yes | 23 | 36 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:52 | yes | 4 | 44 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:04 | yes | 21 | 33 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
Impartner read as Impartner PRM
Impartner (PRM 3.0) read as Impartner PRM
Yotpo read as Yotpo Loyalty & Referrals
ZINFI read as ZINFI Unified Partner Management
Unresolved, counted raw
Mention-Me
Operator plan
PartnerStack PRM
Referral Magic
Relay
SmartRefer
VouchedIn
invite.io
Discontinued, still offered
No shut-down product was recommended here.