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. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
16%
Contested · PartnerStack 12%
16Ambassador12PartnerStack12Referral Factory60others
16% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Ambassador (16%) replaces Impartner PRM (22% then, 11% now), 5 points clear, inside the 11-point floor.Ambassador leads at 16%, replacing Impartner PRM, which led at 22% and stands at 11% now: 5 points clear, inside the floor, so the swap reads as unsettled.
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.Standing →Enterprise
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.This page
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.Standing →EnterpriseAmbassador16%Contested↗new leaderNew leader since October 2026: Ambassador (16%) replaces Impartner PRM (22% then, 11% now), 5 points clear, inside the 11-point floor.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 October 2026
01Ambassador16%4%26accepted challenger▼−4Since October 2026: 20% → 16%, −4 points. Inside the 11-point floor: within noise.20% → 16%
Ambassador16%4%26accepted challenger▼−4Since October 2026: 20% → 16%, −4 points. Inside the 11-point floor: within noise.20% → 16%02PartnerStack12%0%23accepted challenger▼−1Since October 2026: 13% → 12%, −1 point. Inside the 11-point floor: within noise.13% → 12%
PartnerStack12%0%23accepted 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
impact.com12%0%22accepted challenger▲+8Since October 2026: 4% → 12%, +8 points. Inside the 11-point floor: within noise.4% → 12%
impact.com12%0%22accepted challenger▲+8Since October 2026: 4% → 12%, +8 points. Inside the 11-point floor: within noise.4% → 12%05
Extole11%9%46accepted challenger▲+7Since October 2026: 4% → 11%, +7 points. Inside the 11-point floor: within noise.4% → 11%
Extole11%9%46accepted challenger▲+7Since October 2026: 4% → 11%, +7 points. Inside the 11-point floor: within noise.4% → 11%06Referral Rock9%9%32accepted challenger▼−8Since October 2026: 17% → 9%, −8 points. Inside the 11-point floor: within noise.17% → 9%
Referral Rock9%9%32accepted challenger▼−8Since October 2026: 17% → 9%, −8 points. Inside the 11-point floor: within noise.17% → 9%07
Talkable4%4%25accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Talkable4%4%25accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%08
SaaSquatch4%0%12accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
SaaSquatch4%0%12accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%09
Friendbuy2%6%34accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%
Friendbuy2%6%34accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%10
Buyapowa2%0%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Buyapowa2%0%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
14
ReferralCandy0%76%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ReferralCandy0%76%21criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
GrowSurf0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
GrowSurf0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Mention Me0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Mention Me0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Open Loyalty0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Open Loyalty0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.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 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Ambassador16%
Ambassador16%02PartnerStack12%
PartnerStack12%03Referral Factory12%
Referral Factory12%04impact.com12%
impact.com12%05Extole11%
Extole11%06Referral Rock9%
Referral Rock9%07Talkable4%
Talkable4%08SaaSquatch4%
SaaSquatch4%09Friendbuy2%
Friendbuy2%10Buyapowa2%
Buyapowa2%11Open Loyalty0%
Open Loyalty0%12Mention Me0%
Mention Me0%13GrowSurf0%
GrowSurf0%14ReferralCandy0%
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 4.20, 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.
ReferralCandy76%
16 of 21 labels negative · 11 of 14 models · 9 hard negative
“Tools like ReferralCandy and Viral Loops are designed primarily for small-to-mid-size Shopify and DTC brands... can become compliance and operational liabilities for large enterprises” DeepSeek V4 Flash, negative prompt
Viral Loops100%
8 of 8 labels negative · 7 of 14 models · 6 hard negative
“Tools originally built for "pre-launch" hype, viral loops, or influencer gamification (e.g., some configurations of Viral Loops) often focus on aggressive data capture rather than brand safety.” Qwen 3.7 Flash, negative prompt
Extole9%
4 of 46 labels negative · 3 of 14 models · 1 hard negative
“What to Avoid for Predictable Costs ... Talkable / Extole — quote-based pricing” DeepSeek V4 Flash, budget prompt
GrowSurf30%
3 of 10 labels negative · 3 of 14 models
“Many mid-market tools (Friendbuy, Yotpo, GrowSurf) have partial coverage here but require trade-offs in customization or pricing.” DeepSeek V4 Flash, negative 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. 944 links across 203 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 · Extole33 answers · 59 citations · 14 models
32 answers · 72 citations · 12 models
vendor site · Albato31 answers · 31 citations · 11 models
vendor site · Cello26 answers · 33 citations · 12 models
23 answers · 31 citations · 10 models
vendor site · Capterra21 answers · 34 citations · 11 models
vendor site · Open Loyalty21 answers · 21 citations · 9 models
vendor site · Friendbuy17 answers · 35 citations · 10 models
17 answers · 26 citations · 8 models
15 answers · 21 citations · 7 models
vendor site · GrowSurf15 answers · 18 citations · 8 models
vendor site · 99minds15 answers · 15 citations · 11 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.
31 answers · 11 models
24 answers · 13 models
19 answers · 8 models
16 answers · 10 models
15 answers · 11 models
15 answers · 10 models
14 answers · 8 models
12 answers · 7 models
10 answers · 7 models
9 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| Ambassador getambassador.com | 16% | 103 | 74,000 | 40,688 | 572 | 0 | ||
| impact.com impact.com impact.com 12%, impact.com Advocate 4% | 16% | 334 | 1,900 | 153 | 111,771 | $3,520 | 117 | |
| PartnerStack partnerstack.com | 12% | 401 | 4,400 | 68 | 27,495 | 16 | ||
| Referral Factory referral-factory.com | 12% | 157 | 480 | 2 | 5,115 | 3 | 1 | |
| Extole extole.com | 11% | 127 | 880 | 476 | 8,207 | 13 | 6 | |
| Impartner PRM impartner.com | 11% | 312 | 110 | 1 | 63,020 | 7 | ||
| Referral Rock referralrock.com | 9% | 222 | 720 | 10 | 18,599 | 1 | 2 | |
| Talkable talkable.com | 4% | 69 | 590 | 16 | 1,421 | |||
| SaaSquatch saasquatch.com | 4% | 28 | 260 | 3 | 1,583 | 25 | ||
| Friendbuy friendbuy.com | 2% | 136 | 480 | 1 | 1,138 | 9 |
Google's top ten for the two searches hold 10 sites; 2 of them are among the sites the models cited here (extole.com, referral-factory.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 4.5Buyapowaimpact.comChangedExtoleReferral Rock, Talkableagainst: Extoleno first choicenothing named
Three alternatives
Extole, Open Loyalty, Referral RockTwo alternatives
Ambassador, PartnerStackFour alternatives
Friendbuy, Mention Me, Talkable, impact.comGPT-5.4 miniPartnerStack, impact.comagainst: Referral FactoryPartnerStackChangedExtoleagainst: ReferralCandySaaSquatchno first choicenothing named
One alternative
FriendbuyOne alternative
impact.comThree alternatives
Buyapowa, Friendbuy, TalkableTwo alternatives
Referly, Referral FactoryGemini 3.5 FlashPartnerStackImpartner PRM, PartnerStackChangedExtoleExtoleagainst: ReferralCandyExtoleagainst: Gleam, KickoffLabs, ReferralCandy, Smile.io, Viral Loops
Three alternatives
Ambassador, Influitive, Referral RockFour alternatives
PartnerTap, Salesforce PRM, Unifyr, WorkSpanFour alternatives
Friendbuy, Mention Me, SaaSquatch, TalkableFour alternatives
Friendbuy, Referral Rock, Talon.One, VoucherifySix alternatives
ERIN, Friendbuy, Mention Me, Radancy, Teamable, impact.comPerplexity Sonarimpact.com AdvocateImpartner PRM, impact.comChangedExtoleReferral Rockagainst: Extole, GrowSurf, ReferralCandyno first choicenothing named
Three alternatives
Cello, Open Loyalty, Referral RockOne alternative
PartnerStackEight alternatives
Ambassador, Buyapowa, Friendbuy, Mention Me, Open Loyalty, SaaSquatch, Talkable, impact.comTwo alternatives
Open Loyalty, Referral FactoryGrok 4.20Ambassadorimpact.comChangedExtole, Talkableagainst: ReferralCandy, Viral Loops, Yotpo ReferralsTalkableagainst: Friendbuy, Referral Rock, ReferralCandyReferral Factoryagainst: ReferralCandy, Viral Loops
Three alternatives
Extole, Referral Rock, impact.comFour alternatives
Crossbeam, PartnerStack, Salesforce PRM, ZINFI UPMThree alternatives
Ambassador, Friendbuy, Referral RockTwo alternatives
Extole, Referral FactoryFour alternatives
Ambassador, Extole, Friendbuy, TalkableMistral SmallCello, Referral RockPartnerStackChangedExtoleReferral Rockno first choiceagainst: Zapier
Three alternatives
Ambassador, Extole, impact.com AdvocateOne alternative
impact.comSix alternatives
FirstPromoter, Friendbuy, GrowSurf, Referral Factory, Talkable, Yotpo Loyalty & ReferralsThree alternatives
Extole, Friendbuy, TalkableDeepSeek V4 FlashAmbassador, impact.comagainst: Extoleimpact.comChangedExtole, impact.comReferral Factoryagainst: Extole, ReferralCandy, TalkableAmbassador, Extole, Referral Factory, SaaSquatchagainst: Friendbuy, GrowSurf, ReferralCandy, Viral Loops, Yotpo Loyalty & Referrals
Two alternatives
PartnerStack, Referral RockTwo alternatives
Impartner PRM, Salesforce PRMFour alternatives
Ambassador, Friendbuy, Mention Me, TalkableFour alternatives
Buyapowa, Friendbuy, GrowSurf, Referral RockLlama 4 MaverickExtolePartnerStackChangedno first choiceReferral Rockno first choiceagainst: ReferralCandy, Viral Loops
Four alternatives
Cello, Referral Factory, Referral Rock, impact.com AdvocateThree alternatives
Crossbeam, Impartner PRM, impact.comFour alternatives
Cello, FirstPromoter, Open Loyalty, Referral FactoryQwen 3.7 FlashAmbassadorImpartner PRMChangedExtole, Talkableagainst: ReferralCandyAmbassadorno first choiceagainst: ReferralCandy, Viral Loops
Three alternatives
Extole, Referral Factory, impact.comTwo alternatives
PartnerStack, Salesforce PRMTwo alternatives
Friendbuy, Referral RockThree alternatives
Refersion, TapInto, impact.comKimi K2Ambassadoragainst: FirstPromoterImpartner PRMChangedExtoleFriendbuyagainst: Ambassador, Genius Referralsno first choiceagainst: ReferralCandy, Viral Loops
Two alternatives
PartnerStack, impact.comThree alternatives
PartnerStack, WorkSpan, ZINFI Unified Partner ManagementSix alternatives
Ambassador, Friendbuy, Influitive, Referral Rock, ReferralCandy, TalkableTwo alternatives
Extole, Referral RockGLM 4.7 FlashXExtoleImpartner PRMChangedFriendbuy, SaaSquatchReferral Factoryno first choiceagainst: ReferralCandy, Yotpo Loyalty & Referrals
Five alternatives
Ambassador, Cello, PartnerStack, Referral Factory, Referral RockThree alternatives
Extole, Friendbuy, PartnerStackFour alternatives
Ambassador, Extole, Influitive, Yotpo Loyalty & ReferralsTwo alternatives
GrowSurf, Referral RockMiniMax M2.5AmbassadorPartnerStack, impact.comChangedExtoleReferral Factoryagainst: ReferralCandy, Rewardfulno first choicenothing named
Five alternatives
Cello, Extole, NextBee, Referral Factory, Referral RockThree alternatives
Crossbeam, Salesforce PRM, ZINFI Unified Partner ManagementFive alternatives
Friendbuy, Referral Factory, Referral Rock, Talkable, Yotpo Loyalty & ReferralsThree alternatives
Ambassador, Extole, Referral RockGPT-6 Lunaimpact.com AdvocateSalesforce Partner Ecosystem ManagementChangedBuyapowa, ExtoleReferral Factoryno first choiceagainst: Referral Rock, Rewardful
Two alternatives
PartnerStack, Salesforce B2B Referral ManagementOne alternative
PartnerStackFive alternatives
Friendbuy, Mention Me, PartnerStack, Talkable, impact.com AdvocateTwo alternatives
ERIN, FriendbuyMuse Glimmer 30BAmbassador, ExtoleAmbassador, Impartner PRMChangedAmbassador, ExtoleReferral Factoryno first choiceagainst: FirstPromoter, GrowSurf, Referral Factory, Referral Rock, ReferralCandy, Smile.io, Tapfiliate, Viral Loops
Five alternatives
Cello, Friendbuy, Referral Factory, SaaSquatch, TalkableOne alternative
impact.comFour alternatives
Friendbuy, Open Loyalty, Referral Factory, TalkableTwo alternatives
Buyapowa, FriendbuyBold 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 08:36 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:23 | yes | 2 | 6 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 09:14 | yes | 9 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 16:01 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:21 | yes | 13 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:30 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:45 | yes | 25 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:56 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:15 | yes | 5 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:09 | yes | 14 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:03 | yes | 15 | 130 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:48 | yes | 9 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:49 | yes | 2 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:08 | yes | 14 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:59 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:11 | yes | 4 | 5 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 09:24 | yes | 10 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:20 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:17 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:17 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:40 | yes | 25 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:30 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:16 | yes | 5 | 43 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:45 | yes | 25 | 48 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:32 | yes | 24 | 84 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:02 | yes | 5 | 35 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:29 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:14 | yes | 15 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:51 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:32 | yes | 4 | 10 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 15:29 | yes | 8 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 17:32 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:46 | yes | 10 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:51 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:02 | yes | 24 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:57 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:13 | yes | 10 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:09 | yes | 24 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:11 | yes | 24 | 193 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:29 | yes | 24 | 72 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:31 | yes | 7 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:30 | yes | 25 | 41 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:30 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:33 | yes | 3 | 6 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 16:45 | yes | 22 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:04 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:19 | yes | 24 | 36 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:44 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:16 | yes | 22 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:33 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:24 | no | 0 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:09 | yes | 25 | 58 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:58 | yes | 14 | 19 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:47 | yes | 15 | 53 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:26 | yes | 3 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:05 | yes | 21 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:07 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:29 | no | 0 | 6 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 10:07 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 14:36 | yes | 10 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:00 | yes | 15 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:52 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:02 | yes | 20 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:59 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:51 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:25 | yes | 23 | 50 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:01 | yes | 21 | 37 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:03 | no | 0 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:07 | yes | 5 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:28 | yes | 13 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:10 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:16 | yes | 3 | 6 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 11:44 | no | 0 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 17:24 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:13 | yes | 12 | 22 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:07 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:47 | yes | 24 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:50 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:21 | yes | 24 | 52 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:22 | yes | 10 | 52 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:08 | yes | 25 | 111 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:46 | yes | 13 | 73 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:58 | yes | 4 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:50 | yes | 23 | 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.
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Category-scoped readings
Firstbird read as Radancy Firstbird
Impartner read as Impartner PRM
Yotpo read as Yotpo Loyalty & Referrals
Yotpo (Referrals Module) read as Yotpo Loyalty & Referrals
Yotpo Loyalty read as Yotpo Loyalty & Referrals
ZINFI read as ZINFI Unified Partner Management
Unresolved, counted raw
Employee Referrals
Enboarder
Partnerbase
ReferralMagic
SageHR
Salesforce B2B Referral Management
Salesforce Partner Ecosystem Management (PEM)
Talenox
TapInto
Workhuman
Discontinued, still offered
No shut-down product was recommended here.