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. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
19%
Contested · Referral Rock 15%
19PartnerStack15Referral Rock10ReferralCandy56others
19% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five products at 0%, ordered by negative rate
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-one head-to-head pages: the top seven products, each against each
PartnerStack vs Viral LoopsPartnerStack vs FirstPromoterPartnerStack vs Referral FactoryReferral Rock vs ReferralCandyReferral Rock vs AmbassadorReferral Rock vs Viral LoopsReferral Rock vs FirstPromoterReferral Rock vs Referral FactoryReferralCandy vs AmbassadorReferralCandy vs Viral LoopsReferralCandy vs FirstPromoterReferralCandy vs Referral FactoryAmbassador vs Viral LoopsAmbassador vs FirstPromoterAmbassador vs Referral FactoryViral Loops vs FirstPromoterViral Loops vs Referral FactoryFirstPromoter vs Referral Factory
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 →
01
02
03
04
05
06
07
08
09
10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01PartnerStack19%
PartnerStack19%02Referral Rock15%
Referral Rock15%03ReferralCandy10%
ReferralCandy10%04Ambassador8%
Ambassador8%05Viral Loops4%
Viral Loops4%06FirstPromoter2%
FirstPromoter2%07Referral Factory2%
Referral Factory2%08GrowSurf0%
GrowSurf0%09Friendbuy0%
Friendbuy0%10Extole0%
Extole0%11Talkable0%
Talkable0%12Yotpo Loyalty & Referrals0%
Yotpo Loyalty & Referrals0%What they warned about
Zero of twelve 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 and MiniMax M2.5 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.
Friendbuy15%
4 of 26 labels negative · 4 of 12 models · 2 hard negative
“here are the tools you should avoid or scrutinize closely: ### 1. Friendbuy ... frequently flagged for "contractual friction."” Qwen 3.7 Flash, negative prompt
Viral Loops20%
4 of 20 labels negative · 3 of 12 models · 2 hard negative
“Multiple reports of billing issues ... 1-star reviews highlight "deceptive practices" and "waste of money."[” Grok 4.20, negative prompt
Yotpo Loyalty & Referrals25%
3 of 12 labels negative · 3 of 12 models · 1 hard negative
“What to avoid for mid-market B2B” DeepSeek V4 Flash, direct prompt
Ambassador9%
2 of 22 labels negative · 2 of 12 models · 1 hard negative
“Some 1-star reviews describe it as "HORRIBLE" with poor handling of migrations.” Grok 4.20, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
22 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 293 links across 133 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · Tremendous11 answers · 11 citations · 3 models
vendor site · ReferralCandy8 answers · 13 citations · 4 models
vendor site · Extole8 answers · 12 citations · 3 models
vendor site · Capterra5 answers · 5 citations · 4 models
vendor site · CustomerGauge5 answers · 5 citations · 3 models
vendor site · LinkJolt5 answers · 5 citations · 3 models
vendor site · Open Loyalty5 answers · 5 citations · 3 models
5 answers · 5 citations · 1 model
vendor site · Referral Rock5 answers · 5 citations · 3 models
4 answers · 7 citations · 3 models
vendor site · Cello4 answers · 5 citations · 3 models
vendor site · Introw4 answers · 5 citations · 3 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.
11 answers · 3 models
5 answers · 3 models
5 answers · 3 models
4 answers · 2 models
4 answers · 3 models
4 answers · 3 models
3 answers · 2 models
3 answers · 2 models
3 answers · 3 models
3 answers · 2 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 | 19% | 401 | 4,400 | 68 | 27,495 | 16 | ||
| Referral Rock referralrock.com | 15% | 222 | 720 | 10 | 18,599 | 1 | 2 | |
| ReferralCandy referralcandy.com | 10% | 188 | 590 | 3 | 18,870 | 28 | 6 | |
| Ambassador getambassador.com | 8% | 103 | 74,000 | 40,688 | 572 | 0 | ||
| Smile.io smile.io | 6% | 108 | 260 | 26 | 8,962 | $1,468 | 12 | |
| Viral Loops viral-loops.com | 4% | 84 | 590 | 3 | 1,158 | 1 | ||
| Cello cello.so | 4% | 42 | 165,000 | 28,081 | 3,191 | 3 | ||
| Kiflo PRM kiflo.com | 4% | 145 | 20 | 0 | 1,941 | $457 | 5 | |
| ReferralHero referralhero.com | 4% | 15 | 7 | |||||
| JourneyBee journeybee.io | 4% | 53 | 50 | 0 | 4,243 |
Google's top ten for the two searches hold 10 sites; 5 of them are among the sites the models cited here (extole.com, referral-factory.com, referralcandy.com, referralrock.com, tremendous.com). The first result for “best referral program software” is referral-factory.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best referral program software for a 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 4.5CelloPartnerStackChangedno first choiceVyperno first choicenothing named
Four alternatives
Friendbuy, Influitive, Partnero, Referral RockThree alternatives
Channeltivity, Introw, Kiflo PRMTwo alternatives
Blossu, GrowSurfGPT-5.4 miniReferral RockPartnerStack, impact.comChangedno first choiceReferralCandyagainst: Talkableno first choicenothing named
Two alternatives
Friendbuy, Referral FactoryGemini 3.5 FlashReferral RockKiflo PRMChangedagainst: CrossbeamFirstPromoteragainst: PartnerStackGoAffPro, Referralfulagainst: PartnerStackno first choiceagainst: ReferralCandy, Smile.io, Yotpo Loyalty & Referrals
Three alternatives
GrowSurf, PartnerStack, impact.com AdvocateThree alternatives
Introw, PartnerPortal.io, PartnerStackSix alternatives
Friendbuy, GrowSurf, Referral Rock, ReferralCandy, Rewardful, Viral LoopsFive alternatives
FirstPromoter, LaunchList, ReferralCandy, Rewardful, Viral LoopsPerplexity SonarAmbassadorPartnerStackChangedExtole, Friendbuy, Referral Factory, ReferralCandy, Viral LoopsReferral Factoryno first choicenothing named
Three alternatives
CustomerGauge, GrowSurf, Referral RockTwo alternatives
Crossbeam, UnifyrThree alternatives
Referral Rock, Talkable, Yotpo Loyalty & ReferralsFour alternatives
FirstPromoter, InviteReferrals, Smile.io, Viral LoopsGrok 4.20Referral RockKiflo PRMChangedGrowSurf, ReferralCandySmile.ioagainst: GrowSurfno first choiceagainst: Ambassador, Birdeye Referrals, GrowSurf, Viral Loops
Three alternatives
Ambassador, GrowSurf, InfluitiveThree alternatives
Crossbeam, PartnerPortal.io, PartnerStackSix alternatives
Extole, Friendbuy, Referral Factory, Referral Rock, Talkable, Viral LoopsThree alternatives
InviteReferrals, ReferralCandy, SparkLoopMistral SmallReferral RockPartnerStackChangedno first choiceReferralCandy, Smile.iono first choiceagainst: Brandbassador, SC Conjured Referral Program
Three alternatives
Ambassador, Cello, GrowSurfThree alternatives
Cello, Everflow, FirstPromoterEight alternatives
Friendbuy, GrowSurf, Referral Rock, ReferralCandy, SaaSquatch, Smile.io, Viral Loops, Yotpo Loyalty & ReferralsThree alternatives
GrowSurf, OSI Affiliate Software, Viral LoopsDeepSeek V4 FlashReferral Rockagainst: Friendbuy, Lootly, ReferralCandy, Talkable, Viral Loops, Yotpo Loyalty & ReferralsPartnerStackChangedGrowSurf, ReferralCandyViral Loopsno first choiceagainst: Ambassador, Genius Referrals, ReferPro, Referral Factory, ReferralCandy, Viral Loops
Two alternatives
Ambassador, GrowSurfFour alternatives
Crossbeam, Kiflo PRM, PartnerTap, impact.comSeven alternatives
Extole, Friendbuy, LoyaltyLion, Referral Rock, Smile.io, Talkable, Viral LoopsFive alternatives
FirstPromoter, ReferralCandy, Refgrow, Rewardful, WinWinKitLlama 4 Maverickno first choicePartnerStackChangedno first choiceReferralCandyno first choicenothing named
Three alternatives
Referral Rock, Smile.io, TapfiliateQwen 3.7 FlashCelloAmbassador, JourneyBeeChangedagainst: DealHub, Impartner PRMno first choiceReferralCandy, ReferralHeroagainst: GrowSurf, Referral RockReferralHero, Sprout Social, TalentLyft, Workboardagainst: BambooHR, SAP SuccessFactors, Taleo, Workday, Zoho Peopleagainst: Ambassador.io, Extole, Friendbuy, Yotpo Loyalty & Referrals
Three alternatives
Friendbuy, GrowSurf, Referral RockTwo alternatives
CustomerGauge, PartnerPortal.ioFive alternatives
Ambassador, Extole, Open Loyalty, Referral Factory, ReferralCandyTwo alternatives
FirstPromoter, InviteReferralsKimi K2Referral RockEverflow, PartnerStackChangedagainst: impact.comno first choiceReferralCandy, Smile.iono first choiceagainst: Copy Paste Profit System, Extole, FirstPromoter, Friendbuy, Referral Factory, Refersion, Viral Loops
Three alternatives
Ambassador, GrowSurf, InfluitiveFour alternatives
Ambassador, FirstPromoter, Referral Rock, RewardfulEight alternatives
Ambassador, Extole, Friendbuy, GrowSurf, Referral Rock, ReferralCandy, Talkable, Viral LoopsFour alternatives
GrowSurf DIY, InviteBox, Referral Factory, Referral RockGLM 4.7 FlashXAmbassador, PartnerStackPartnerStackChangedagainst: WorkSpanno first choiceViral Loopsno first choiceagainst: Birdeye, EmployeeReferrals.com, Genius Referrals, Get The Referral, Refersion
Three alternatives
GrowSurf, Referral Rock, impact.comThree alternatives
Crossbeam, Everflow, PartnerTapEleven alternatives
Affise, Extole, Friendbuy, InviteReferrals, Open Loyalty, Referral Factory, Referral Rock, ReferralCandy, Smile.io, Viral Loops, Yotpo Loyalty & ReferralsThree alternatives
Loyally.ai, ReferralCandy, RewardfulMiniMax M2.5Referral Rockagainst: FriendbuyAmbassador, JourneyBeeChangedExtole, ReferralCandy, Viral LoopsFirstPromoterno first choicenothing named
Two alternatives
Mention Me, impact.comThree alternatives
Impact Partnership Cloud, Kiflo PRM, PartnerStackFour alternatives
Friendbuy, GrowSurf, PartnerStack, TalkableThree alternatives
GrowSurf, InviteReferrals, ShopjarBold 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.
Seventy-two 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 | 2026-09-15 02:19 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:14 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:30 | yes | 14 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 00:54 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:16 | yes | 0 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:49 | yes | 0 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:25 | yes | 0 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:13 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:14 | yes | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:42 | yes | 0 | 39 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:59 | yes | 0 | 17 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:25 | yes | 0 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:53 | yes | 17 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:18 | yes | 2 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:04 | yes | 13 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 00:04 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:23 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:53 | yes | 0 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:24 | yes | 0 | 18 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:17 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:22 | yes | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:15 | yes | 0 | 47 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:40 | yes | 0 | 13 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:43 | yes | 0 | 14 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:44 | yes | 8 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 05:01 | yes | 7 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:34 | yes | 16 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 00:39 | yes | 20 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:22 | yes | 0 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:53 | yes | 0 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 23:58 | yes | 0 | 20 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:00 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:15 | yes | 0 | 21 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:34 | yes | 0 | 55 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:54 | yes | 0 | 16 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:33 | yes | 0 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:26 | yes | 7 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:51 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:21 | yes | 28 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 03:30 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:02 | yes | 0 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:47 | yes | 0 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:47 | yes | 0 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:33 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:19 | yes | 0 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:33 | yes | 0 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:24 | yes | 0 | 29 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:09 | yes | 0 | 12 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:12 | no | 0 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:43 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:36 | yes | 16 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 00:44 | yes | 20 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:11 | yes | 0 | 6 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:02 | yes | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:56 | yes | 0 | 21 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:14 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 22:56 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:57 | yes | 0 | 46 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:58 | yes | 0 | 56 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:43 | yes | 0 | 13 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:37 | yes | 8 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:43 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:41 | yes | 18 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:42 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:47 | yes | 0 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:40 | yes | 0 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:07 | yes | 0 | 54 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:11 | yes | 0 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:58 | yes | 0 | 48 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:20 | yes | 0 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:30 | yes | 0 | 33 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:01 | yes | 0 | 14 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
Firstbird read as Radancy Firstbird
Impartner read as Impartner PRM
Kiflo read as Kiflo PRM
Yotpo read as Yotpo Loyalty & Referrals
Yotpo Loyalty read as Yotpo Loyalty & Referrals
Unresolved, counted raw
Ambassador.io
Copy Paste Profit System
Draftboard
EasyAffiliate
Erinf
GrowSurf DIY
LaunchList
LinkJilt
OSI Affiliate Software
Real Links
TalentLyft
Tango Card
WP Referral
WinWinKit
Workboard
Zoho People
impact.com Advocacy
Discontinued, still offered
No shut-down product was recommended here.