Referral and partner programs for small business buyers
Asked as “referral program software”, and as “partner ecosystem and referral tracking tool”, on behalf of a small B2B company. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
24%
Contested · PartnerStack 12%
24Referral Rock12PartnerStack07Cello58others
24% of first choices, contested.
Since October 2026▲+3Since October 2026: 21% → 24%, +3 points. Inside the 11-point floor: within noise.Referral Rock held the lead, +3 points on 21%, 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 Rock24%Contested▲+3Since October 2026: 21% → 24%, +3 points. Inside the 11-point floor: within noise.This pageMid-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.Standing →
Referral Rock24%Contested▲+3Since October 2026: 21% → 24%, +3 points. Inside the 11-point floor: within noise.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Referral Rock24%12%48accepted challenger▲+3Since October 2026: 21% → 24%, +3 points. Inside the 11-point floor: within noise.21% → 24%
Referral Rock24%12%48accepted challenger▲+3Since October 2026: 21% → 24%, +3 points. Inside the 11-point floor: within noise.21% → 24%02PartnerStack12%29%17criticized challenger▼−1Since October 2026: 13% → 12%, −1 point. Inside the 11-point floor: within noise.13% → 12%
PartnerStack12%29%17criticized challenger▼−1Since October 2026: 13% → 12%, −1 point. Inside the 11-point floor: within noise.13% → 12%03
Rewardful7%6%16accepted challenger▼−1Since October 2026: 8% → 7%, −1 point. Inside the 11-point floor: within noise.8% → 7%
Rewardful7%6%16accepted challenger▼−1Since October 2026: 8% → 7%, −1 point. Inside the 11-point floor: within noise.8% → 7%04
ReferralCandy5%26%42criticized challenger▼−7Since October 2026: 12% → 5%, −7 points. Inside the 11-point floor: within noise.12% → 5%
ReferralCandy5%26%42criticized challenger▼−7Since October 2026: 12% → 5%, −7 points. Inside the 11-point floor: within noise.12% → 5%05
GrowSurf3%3%30accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%
GrowSurf3%3%30accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%06
FirstPromoter3%0%24accepted challenger▼−3Since October 2026: 6% → 3%, −3 points. Inside the 11-point floor: within noise.6% → 3%
FirstPromoter3%0%24accepted challenger▼−3Since October 2026: 6% → 3%, −3 points. Inside the 11-point floor: within noise.6% → 3%07
Viral Loops3%4%25accepted challenger▼−7Since October 2026: 10% → 3%, −7 points. Inside the 11-point floor: within noise.10% → 3%
Viral Loops3%4%25accepted challenger▼−7Since October 2026: 10% → 3%, −7 points. Inside the 11-point floor: within noise.10% → 3%08
Referral Factory3%12%26accepted challenger▼−3Since October 2026: 6% → 3%, −3 points. Inside the 11-point floor: within noise.6% → 3%
Referral Factory3%12%26accepted challenger▼−3Since October 2026: 6% → 3%, −3 points. Inside the 11-point floor: within noise.6% → 3%Show the one product at 0%, ordered by negative rate
09
Friendbuy0%60%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Friendbuy0%60%15criticized 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 small business.
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 →
010203040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Referral Rock24%
Referral Rock24%02PartnerStack12%
PartnerStack12%03Rewardful7%
Rewardful7%04ReferralCandy5%
ReferralCandy5%05GrowSurf3%
GrowSurf3%06FirstPromoter3%
FirstPromoter3%07Viral Loops3%
Viral Loops3%08Referral Factory3%
Referral Factory3%09Friendbuy0%
Friendbuy0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, 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.
ReferralCandy26%
11 of 42 labels negative · 8 of 14 models · 1 hard negative
“Steer clear of ecom-focused ones like ReferralCandy or Friendbuy” Grok 4.20, direct prompt
Talkable88%
7 of 8 labels negative · 7 of 14 models · 4 hard negative
“Friendbuy and Talkable – quote-based enterprise pricing, reported customer-service complaints.” Muse Glimmer 30B, negative prompt
Friendbuy60%
9 of 15 labels negative · 6 of 14 models · 3 hard negative
“Avoid platforms that force you to request a quote... Quote-based pricing (like Friendbuy and Talkable)... Friendbuy — has received complaints about lacking customer service” Muse Glimmer 30B, negative prompt
Ambassador71%
5 of 7 labels negative · 4 of 14 models · 3 hard negative
“Avoid enterprise-heavy options like Extole or Ambassador (higher cost, contracts required).” Grok 4.20, direct 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
73 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. 824 links across 184 sites, every framing counted. Ranked by the number of answers carrying the site or page. 24 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Software Advice29 answers · 42 citations · 11 models
vendor site · Capterra25 answers · 38 citations · 10 models
vendor site · Albato23 answers · 23 citations · 11 models
22 answers · 22 citations · 8 models
vendor site · Referral Rock21 answers · 33 citations · 11 models
vendor site · Open Loyalty21 answers · 21 citations · 8 models
vendor site · GrowSurf20 answers · 32 citations · 9 models
vendor site · 99minds20 answers · 21 citations · 8 models
vendor site · GetApp18 answers · 21 citations · 8 models
vendor site · Joy18 answers · 21 citations · 9 models
17 answers · 31 citations · 10 models
15 answers · 17 citations · 8 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.
23 answers · 11 models
22 answers · 8 models
20 answers · 8 models
20 answers · 8 models
19 answers · 8 models
18 answers · 9 models
17 answers · 10 models
14 answers · 8 models
13 answers · 8 models
11 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best referral program software”, “referral program software”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Referral Rock referralrock.com | 24% | 222 | 720 | 10 | 18,599 | 1 | 2 | |
| PartnerStack partnerstack.com PartnerStack 12%, PartnerStack Spark 2% | 14% | 401 | 4,400 | 68 | 27,495 | 16 | ||
| Rewardful rewardful.com | 7% | 105 | 1,600 | 133,645 | 4,378 | 22 | ||
| Cello cello.so | 7% | 42 | 165,000 | 28,081 | 3,191 | 3 | ||
| ReferralCandy referralcandy.com | 5% | 188 | 590 | 3 | 18,870 | 28 | 6 | |
| Kiflo PRM kiflo.com | 5% | 145 | 20 | 0 | 1,941 | $457 | 5 | |
| UpPromote uppromote.com UpPromote 3%, UpPromote: Affiliate Marketing 2% | 5% | 53 | 1,600 | 48 | 10,646 | 0 | ||
| GrowSurf growsurf.com | 3% | 96 | 260 | 0 | 2,078 | 0 | ||
| FirstPromoter firstpromoter.com | 3% | 94 | 590 | 9 | 797 | 12 | ||
| Viral Loops viral-loops.com | 3% | 84 | 590 | 3 | 1,158 | 1 |
Google's top ten for the two searches hold 10 sites; 1 of them are among the sites the models cited here (referralrock.com). The first result for “best referral program software” is referral-factory.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best referral program software for a small B2B company?”Paraphrase“Which partner ecosystem and referral tracking tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top referral program tools for a small team and how do they differ?”Budget-constrained“What is the best referral program software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a referral program software. What should we look at?”Negative“Which referral program tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Referral RockKiflo PRM, Referral RockChangedReferralCandyGenius Referralsno first choiceagainst: Ambassador
Five alternatives
Cello, CustomerGauge, Referral Factory, ReferralHero, Viral LoopsTwo alternatives
CustomerGauge, PartnerStackFour alternatives
Genius Referrals, GrowSurf, Referral Factory, Referral RockThree alternatives
InviteReferrals, ReferralCandy, Viral LoopsGPT-5.4 miniReferral FactoryPartnerStackChangedReferralCandySmile.iono first choicenothing named
Three alternatives
Ambassador, Influitive, Kiflo PRMThree alternatives
Channelscaler, Referral Rock, impact.comThree alternatives
Pivotal Referral, Referral Factory, Referral RockTwo alternatives
Referral Rock, ReferralCandyGemini 3.5 FlashFirstPromoter, Rewardfulagainst: PartnerStackPartnero, Referral Rock, RewardfulChangedagainst: PartnerStackReferralCandyUpPromoteRewardfulagainst: Friendbuyagainst: Ambassador, Extole, Mention Me, Talkable
Two alternatives
GrowSurf, Referral RockTwo alternatives
Crossbeam, FirstPromoterFive alternatives
FirstPromoter, GrowSurf, Rewardful, SparkLoop, Viral LoopsSix alternatives
AffiliateWP, FirstPromoter, ReferralCandy, Rewardful, SliceWP, Viral LoopsSeven alternatives
Boon, ERIN, FirstPromoter, GrowSurf, Referral Factory, ReferralCandy, TeamablePerplexity SonarReferral RockPartnerStackChangedReferralCandyReferralCandyagainst: GrowSurf, Referral Rockno first choiceagainst: Extole, Friendbuy, Mention Me, ReferralCandy, Talkable, impact.com Advocate
Two alternatives
GrowSurf, Referral FactoryThree alternatives
Crossbeam, FirstPromoter, Kiflo PRMFive alternatives
GrowSurf, Referral Factory, Referral Rock, Rewardful, Viral LoopsThree alternatives
Referral Factory, Rewardful, Smile.ioGrok 4.20Cello, GrowSurfagainst: Ambassador, Extole, Friendbuy, ReferralCandyKiflo PRMChangedagainst: Referral Factory, Rewardful, impact.comReferral Factory, ReferralCandyagainst: Friendbuy, Referral RockYukoagainst: Referral Rock, Tremendous, Yotpo Loyalty & Referralsno first choiceagainst: Extole, Friendbuy, Google Forms, Mailchimp, OpenReferral.us, ReferralCandy, Refersion, Smile.io, Talkable, custom email links
Three alternatives
FirstPromoter, Referral Factory, Referral RockOne alternative
PartnerStackOne alternative
GrowSurfFive alternatives
FirstPromoter, Friendly Referrals, ReferralYard, Smile.io, UpPromoteMistral SmallReferral RockReferral RockHeldReferral RockViral Loopsagainst: ReferralCandyno first choicenothing named
Three alternatives
Cello, FirstPromoter, GrowSurfFive alternatives
First Promoter, GrowSurf, Referral Factory, ReferralCandy, TremendousTwo alternatives
FirstPromoter, JoyDeepSeek V4 FlashReferral Rockagainst: ReferralCandyTrackdeskChangedagainst: PartnerStackFirstPromoter, Viral Loopsagainst: FriendbuyJoyGrowSurf, Referral Rock, Viral Loopsagainst: Ambassadoragainst: Ambassador, Extole, Friendbuy, Open Loyalty, ReferralCandy, Talkable, Yotpo Loyalty & Referrals
Three alternatives
FirstPromoter, GrowSurf, Referral FactoryTwo alternatives
Kiflo PRM, Referral RockThree alternatives
GrowSurf, Referral Rock, ReferralCandyFour alternatives
FirstPromoter, ReferralCandy, Tremendous, Viral LoopsOne alternative
ReferralCandyLlama 4 MaverickCello, Referral Factory, Referral RockCelloChangedReferralCandyagainst: Friendbuy, TalkableReferralCandyno first choicenothing named
Two alternatives
PartnerStack, Referral RockThree alternatives
GrowSurf, Referral Rock, Yotpo Loyalty & ReferralsThree alternatives
FirstPromoter, Joy, Viral LoopsQwen 3.7 FlashAmbassifyagainst: PartnerStackPartnerStackChangedReferralCandyTremendousno first choicenothing named
Three alternatives
InviteMedia, SimpleLink, Viral LoopsOne alternative
Referral RockFour alternatives
Friendbuy, InviteReferrals, Rewardful, Viral LoopsThree alternatives
FirstPromoter, Joy.so, Viral LoopsKimi K2FirstPromoterPartnerStackChangedFirstPromoter, ReferralCandy, RewardfulUpPromote: Affiliate Marketingagainst: Referrizerno first choiceagainst: Get The Referral, PartnerStack, ReferPro, Referral Factory, Referral Rock, ReferralCandy, Talkable
Three alternatives
GrowSurf, Referral Factory, Referral RockTwo alternatives
Referral Rock, impact.comThree alternatives
GrowSurf, Referral Rock, Viral LoopsThree alternatives
Joy, ReferralCandy, Viral LoopsGLM 4.7 FlashXReferral RockPartnerStackChangedReferralCandyReferralCandyno first choiceagainst: ReferralCandy, Viral Loops
Four alternatives
Cello, GrowSurf, Referral Factory, Viral LoopsTwo alternatives
Referral Rock, impact.comFour alternatives
FirstPromoter, Friendbuy, GrowSurf, TremendousFour alternatives
Affiliatly, Joy, UpPromote, Viral LoopsMiniMax M2.5Cello, Referral RockKiflo PRM, PartnerStackChangedReferralCandyTremendous, UpPromoteno first choiceagainst: Referral Factory, Referrizer
One alternative
LinkJoltOne alternative
Referral RockThree alternatives
Friendbuy, Referral Factory, Referral RockThree alternatives
FirstPromoter, Kangaroo, ReferralCandyFive alternatives
BambooHR, Bonusly, EmployeeReferrals.com, Greenhouse, Referral RockGPT-6 LunaReferral RockPartnerStack, RewardfulChangedReferralCandyShopjaragainst: Referral Rock, ReferralCandyno first choiceagainst: Referral Rock, ReferralCandy
Two alternatives
PartnerStack, RewardfulFour alternatives
GrowSurf, Referral Rock, Rewardful, Viral LoopsMuse Glimmer 30BReferral RockPartnerStack Spark, Referral RockChangedReferralCandySmile.io, Yotpo Referralsno first choiceagainst: EmployeeReferrals.comagainst: Friendbuy, ReferralCandy, Talkable, Talon.One
Four alternatives
Cello, GrowSurf, InviteReferrals, Referral FactoryOne alternative
impact.comSeven alternatives
FirstPromoter, GrowSurf, Joy, Referral Rock, UpPromote, Viral Loops, Yotpo Loyalty & ReferralsThree alternatives
FirstPromoter, ReferralCandy, UpPromote: Affiliate MarketingBold 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 09:31 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:33 | yes | 3 | 5 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 17:09 | yes | 7 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:19 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:36 | yes | 10 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:46 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:55 | yes | 22 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:28 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:37 | no | 0 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:57 | yes | 20 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:13 | yes | 13 | 23 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:24 | yes | 8 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:27 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:41 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:49 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:57 | no | 0 | 2 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 12:12 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 08:59 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:13 | yes | 10 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:35 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:24 | yes | 23 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:28 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:21 | yes | 5 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:19 | yes | 10 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:09 | yes | 14 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:42 | yes | 5 | 43 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:58 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:00 | yes | 24 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:48 | yes | 15 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:11 | yes | 5 | 8 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 15:45 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:49 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:35 | yes | 9 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:40 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:13 | yes | 24 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:56 | yes | 10 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:51 | yes | 5 | 22 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:20 | yes | 19 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:16 | yes | 19 | 25 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:02 | yes | 25 | 60 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:47 | yes | 5 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:00 | yes | 17 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:28 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:56 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:47 | yes | 12 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:02 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:20 | yes | 15 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:18 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:13 | yes | 16 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:13 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:05 | yes | 5 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:37 | yes | 24 | 76 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:03 | yes | 21 | 30 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:10 | yes | 9 | 32 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:03 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:39 | yes | 12 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:47 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:25 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:50 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:17 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:18 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:12 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:50 | yes | 19 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:50 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:41 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:24 | yes | 13 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:05 | no | 0 | 7 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:11 | yes | 5 | 33 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:56 | yes | 2 | 11 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:59 | yes | 13 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:24 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:11 | yes | 5 | 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 13:06 | no | 0 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:51 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:18 | yes | 15 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:38 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:22 | yes | 24 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:41 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:11 | yes | 10 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:37 | yes | 24 | 40 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:31 | yes | 23 | 23 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:11 | yes | 14 | 29 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:24 | yes | 6 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:52 | yes | 15 | 21 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Kiflo read as Kiflo PRM
Yotpo read as Yotpo Loyalty & Referrals
Unresolved, counted raw
First Promoter
Friendly Referrals
Hireology
InviteMedia
Joy.so
PartnerStack Spark
Pivotal Referral
ReferralYard
SimpleLink
Spark Hire
Trackier
Yuko
custom email links
Discontinued, still offered
No shut-down product was recommended here.