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. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
17%
Contested · PartnerStack 15%
17Referral Rock15PartnerStack11Smile.io57others
17% 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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
01Referral Rock17%
Referral Rock17%02PartnerStack15%
PartnerStack15%03Smile.io11%
Smile.io11%04ReferralCandy9%
ReferralCandy9%05Referral Factory9%
Referral Factory9%06FirstPromoter9%
FirstPromoter9%07GrowSurf2%
GrowSurf2%08InviteReferrals2%
InviteReferrals2%09Tapfiliate2%
Tapfiliate2%10Viral Loops0%
Viral Loops0%11Friendbuy0%
Friendbuy0%12Talkable0%
Talkable0%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.
Friendbuy63%
12 of 19 labels negative · 9 of 12 models · 4 hard negative
“geared toward enterprise e-commerce brands with high budgets. They often require 12-month contracts, have implementation fees” MiniMax M2.5, negative prompt
PartnerStack55%
11 of 20 labels negative · 8 of 12 models · 3 hard negative
“What to Avoid... PartnerStack — Starts in the thousands with a revenue-share model; built for enterprise SaaS” DeepSeek V4 Flash, paraphrase prompt
Talkable90%
9 of 10 labels negative · 7 of 12 models · 4 hard negative
“Why to avoid: Enterprise-only pricing (starting around $800+/month), no published pricing on their website, and no free trial.” DeepSeek V4 Flash, negative prompt
ReferralCandy15%
5 of 33 labels negative · 5 of 12 models · 2 hard negative
“Built for e-commerce/Shopify, not B2B. Success fees ... can get expensive.” DeepSeek V4 Flash, direct 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 124 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 · Referral Rock10 answers · 15 citations · 4 models
vendor site · ReferralCandy9 answers · 12 citations · 4 models
vendor site · Tremendous8 answers · 8 citations · 3 models
7 answers · 13 citations · 3 models
vendor site · Capterra7 answers · 8 citations · 3 models
vendor site · FirstPromoter6 answers · 8 citations · 2 models
vendor site · Extole6 answers · 7 citations · 3 models
vendor site · Affise6 answers · 6 citations · 3 models
vendor site · CustomerGauge6 answers · 6 citations · 2 models
vendor site · Open Loyalty6 answers · 6 citations · 2 models
vendor site · Tapfiliate6 answers · 6 citations · 2 models
5 answers · 7 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.
8 answers · 3 models
6 answers · 3 models
6 answers · 2 models
6 answers · 2 models
6 answers · 2 models
5 answers · 2 models
5 answers · 2 models
5 answers · 2 models
4 answers · 2 models
4 answers · 3 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 Referral Rock 17%, Referral Rocket 2% | 20% | 222 | 720 | 10 | 18,599 | 1 | 2 | |
| PartnerStack partnerstack.com | 15% | 401 | 4,400 | 68 | 27,495 | 16 | ||
| Smile.io smile.io | 11% | 108 | 260 | 26 | 8,962 | $1,468 | 12 | |
| ReferralCandy referralcandy.com | 9% | 188 | 590 | 3 | 18,870 | 28 | 6 | |
| Referral Factory referral-factory.com | 9% | 157 | 480 | 2 | 5,115 | 3 | 1 | |
| FirstPromoter firstpromoter.com | 9% | 94 | 590 | 9 | 797 | 12 | ||
| Kiflo PRM kiflo.com | 4% | 145 | 20 | 0 | 1,941 | $457 | 5 | |
| GrowSurf growsurf.com | 2% | 96 | 260 | 0 | 2,078 | 0 | ||
| InviteReferrals invitereferrals.com | 2% | 16 | 110 | 0 | 2,878 | |||
| Rewardful rewardful.com | 2% | 105 | 1,600 | 133,645 | 4,378 | 22 |
Google's top ten for the two searches hold 10 sites; 6 of them are among the sites the models cited here (affise.com, 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 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 4.5no first choicePartnerStackChangedOpen LoyaltyBlossu, ReferralCandyno first choicenothing named
One alternative
Referral RockOne alternative
impact.comThree alternatives
GrowSurf, Referral Factory, Referral RockTwo alternatives
Genius Referrals, GrowSurfGPT-5.4 miniReferral Factoryagainst: impact.comPartnerStackChangedRewardfulagainst: Everflow, PartnerStackReferralCandyagainst: Friendbuyno first choiceagainst: Get The Referral, Referral Rock, Talkable
One alternative
ReferlyOne alternative
CrossbeamTwo alternatives
Friendbuy, Post Affiliate ProOne alternative
Referral RockGemini 3.5 FlashReferral FactoryKiflo PRMChangedagainst: PartnerStackFirstPromoter, ReferralCandyUpPromoteagainst: GrowSurfBoon, FirstPromoteragainst: Ambassador, Extole, Friendbuy, ReferralCandy, SaaSquatch, Talkable
Three alternatives
FirstPromoter, GrowSurf, Referral RockThree alternatives
Cello, PartnerPortal.io, Referral RockThree alternatives
Cello, Referral Factory, Viral LoopsFour alternatives
FirstPromoter, ReferralCandy, Rewardful, Siren AffiliatesSix alternatives
ERIN, GrowSurf, Hellora, ReferralCandy, Social Snowball, Yotpo Loyalty & ReferralsPerplexity SonarReferral FactoryPartnerStackChangedReferral FactoryReferral Factory, Smile.iono first choiceagainst: Friendbuy, Talkable
Two alternatives
Cello, Referral RockOne alternative
impact.comSix alternatives
Friendbuy, InviteReferrals, Referral Rock, ReferralCandy, Tapfiliate, Viral LoopsTwo alternatives
InviteReferrals, TapfiliateGrok 4.20GrowSurfagainst: PartnerStack, ReferralCandyRewardfulChangedagainst: PartnerStackReferralCandyReferral Rocketagainst: Referral FactoryReferral Rockagainst: Ambassador, Birdeye Referrals, Extole, Friendbuy, Get The Referral, LoyaltyLion, Mention Me, Referral Rock, Talkable
Two alternatives
Cello, Referral RockOne alternative
TapfiliateFour alternatives
GrowSurf, Referral Factory, Referral Rock, Viral LoopsThree alternatives
GrowSurf, KickoffLabs, ReferralCandyThree alternatives
ERIN, Referral Factory, ReferralCandyMistral SmallReferral RockCello, FirstPromoterChangedReferralCandyReferralCandyReferral Rockagainst: PartnerStackagainst: Home Depot Pro Referral, Mindbody, ReferralExchange, SC Conjured Referral Program, Zillow referral programs
Four alternatives
Cello, FirstPromoter, Introw, Referral FactoryThree alternatives
PartnerStack, Referral Factory, RewardfulSix alternatives
Friendbuy, InviteReferrals, Referral Factory, Referral Rock, Tapfiliate, Viral LoopsFour alternatives
Genius Referrals, InviteBox, InviteReferrals, Viral LoopsThree alternatives
GrowSurf, InviteReferrals, RewardfulDeepSeek V4 FlashReferral Rockagainst: Friendbuy, PartnerStack, ReferralCandyTapfiliateChangedagainst: Impartner PRM, PartnerStack, TUNE, impact.comGrowSurf, ReferralCandyagainst: Friendbuy, SaaSquatch, Talkable, Yotpo Loyalty & ReferralsSmile.ioagainst: Extole, Friendbuy, Talkable, Yotpo Loyalty & Referralsno first choiceagainst: Ambassador, Extole, Friendbuy, Mention Me, Mindbody, Smile.io, Talkable, Yotpo Loyalty & Referrals
Three alternatives
GrowSurf, Rewardful, TapfiliateTwo alternatives
Referral Rock, RewardfulThree alternatives
Referral Rock, Tapfiliate, Viral LoopsTwo alternatives
ReferralCandy, RewardsWPSix alternatives
Ambassador, Referral Factory, Referral Rock, ReferralCandy, Smile.io, Yotpo Loyalty & ReferralsLlama 4 Maverickno first choicePartnerStackChangedReferral FactoryFirstPromoterno first choiceagainst: Friendbuy, ReferralHero, Superfiliate, Talkable
Two alternatives
B2B Referral Management, ReferU2Two alternatives
Lootly, ReferralCandyTwo alternatives
InviteReferrals, Referral FactoryQwen 3.7 FlashReferral Rockagainst: InfluitiveAmbassador, PartnerStackChangedagainst: impact.comGrowSurf, ReferralCandyagainst: Bilt, PartnerStackGiftbit, Tremendousagainst: ReferralCandyno first choicenothing named
Two alternatives
Ambassador, GrowSurfTwo alternatives
Smile.io, UpPromoteTwo alternatives
Affiliatly, VyperKimi K2Referral Rockagainst: PartnerStackPartnerStackChangedReferral Factory, Referral Rock, ReferralCandy, Rewardful, Viral LoopsSmile.ioagainst: Viral LoopsFirstPromoter, ReferralCandyagainst: CJ Affiliate, Extole, FirstPromoter, Friendbuy, PartnerStack, Referral Factory, ReferralCandy, Viral Loops, impact.com
Three alternatives
FirstPromoter, Rewardful, TapfiliateFour alternatives
Kiflo PRM, PartnerPortal.io, Pipedrive, Salesforce PRMThree alternatives
FirstPromoter, GrowSurf, PrefineryThree alternatives
FirstPromoter, InviteBox, ReferralCandyThree alternatives
Referral Factory, Referral Rock, Smile.ioGLM 4.7 FlashXReferral Rockagainst: CustomerGaugePartnerStackChangedReferralCandy, Tapfiliateagainst: FriendbuySmile.ioagainst: Referral Factory, Referral Rock, Tapfiliateno first choicenothing named
Three alternatives
Genius Referrals, Referral Factory, Referral RocketFour alternatives
InviteReferrals, Kiflo PRM, Referral Rock, Viral LoopsTwo alternatives
InviteReferrals, Referral FactoryFour alternatives
Affiliatly, Referral Rocket, Tremendous, Viral LoopsMiniMax M2.5Referral RockKiflo PRMChangedagainst: PartnerStackReferral RockInviteReferrals, Smile.iono first choiceagainst: Friendbuy, Logical Commander, Superfiliate, Talkable
Three alternatives
Ambassador, HelloReferrals, Referral FactoryOne alternative
Referral RockTwo alternatives
Referral Factory, ReferralCandyTwo alternatives
Open Loyalty, ReferralCandyBold 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 02:18 | yes | 7 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:35 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:41 | yes | 25 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:28 | yes | 20 | 6 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 02:38 | yes | 0 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:54 | yes | 0 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:39 | yes | 0 | 40 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:47 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:03 | yes | 0 | 19 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:59 | yes | 0 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:07 | yes | 0 | 13 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:50 | yes | 0 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:12 | yes | 8 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:45 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 22:59 | yes | 18 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 03:18 | yes | 20 | 4 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 02:35 | yes | 0 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:22 | yes | 0 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:30 | yes | 0 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:18 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:59 | yes | 0 | 39 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:51 | yes | 0 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:03 | yes | 0 | 106 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:07 | yes | 0 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:32 | yes | 6 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:02 | yes | 5 | 14 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:57 | yes | 26 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 01:59 | yes | 20 | 10 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 04:05 | yes | 0 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:04 | yes | 0 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:27 | yes | 0 | 16 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:44 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:11 | no | 0 | 43 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:10 | yes | 0 | 54 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:34 | yes | 0 | 32 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:29 | yes | 0 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:01 | yes | 8 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:14 | yes | 2 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:40 | yes | 22 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 02:21 | yes | 20 | 6 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 02:54 | yes | 0 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:26 | yes | 0 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:39 | yes | 0 | 15 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 22:52 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:59 | yes | 0 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:36 | yes | 0 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:42 | yes | 0 | 29 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:17 | yes | 0 | 10 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:17 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:56 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:54 | yes | 10 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 00:42 | 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 01:07 | yes | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:29 | no | 0 | 4 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:56 | yes | 0 | 14 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:21 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:23 | no | 0 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:47 | yes | 0 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:32 | yes | 0 | 109 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:33 | yes | 0 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 22:57 | yes | 14 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:59 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:07 | yes | 10 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:44 | yes | 20 | 6 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 00:19 | yes | 0 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:12 | yes | 0 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:34 | yes | 0 | 51 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:08 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:27 | yes | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 22:57 | yes | 0 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:07 | yes | 0 | 16 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:29 | yes | 0 | 12 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
Kiflo read as Kiflo PRM
Yotpo read as Yotpo Loyalty & Referrals
Unresolved, counted raw
B2B Referral Management
Bilt
Home Depot Pro Referral
Inguro
Logical Commander
Phenom
ReferU2
Referral Hero
ReferralExchange
Zillow referral programs
Discontinued, still offered
No shut-down product was recommended here.