Loyalty, advocacy and referrals for small business buyers
Asked as “customer loyalty and referral platform”, and as “customer advocacy and referral program tool”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
30%
Contested · Referral Rock 28%
30Smile.io28Referral Rock15Referral Factory28others
30% of first choices, contested.
Since September 2026▼−3Since September 2026: 33% → 29%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Smile.io held the lead, −3 points on 33%, 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
Smile.io30%Contested▼−3Since September 2026: 33% → 29%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketSmile.io26%Contested↗new leaderNew leader since September 2026: Influitive AdvocateHub (23%) replaces Smile.io (24% then, 23% now), 0 points clear, inside the 11-point floor.Standing →Enterprise
Influitive AdvocateHub29%Contested▲+16Since September 2026: 15% → 32%, +16 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →
Smile.io30%Contested▼−3Since September 2026: 33% → 29%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketSmile.io26%Contested↗new leaderNew leader since September 2026: Influitive AdvocateHub (23%) replaces Smile.io (24% then, 23% now), 0 points clear, inside the 11-point floor.Standing →EnterpriseInfluitive AdvocateHub29%Contested▲+16Since September 2026: 15% → 32%, +16 points. Past the 11-point floor: movement. Read over the models both editions asked.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 September 2026
01Smile.io30%15%48accepted challenger▼−3Since September 2026: 33% → 29%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.33% → 29%
Smile.io30%15%48accepted challenger▼−3Since September 2026: 33% → 29%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.33% → 29%02
Referral Rock28%8%37accepted challenger▼−3Since September 2026: 30% → 27%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.30% → 27%
Referral Rock28%8%37accepted challenger▼−3Since September 2026: 30% → 27%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.30% → 27%03
Referral Factory15%10%39accepted challenger▲+4Since September 2026: 11% → 15%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 15%
Referral Factory15%10%39accepted challenger▲+4Since September 2026: 11% → 15%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 15%04
GrowSurf6%0%17accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
GrowSurf6%0%17accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%05
ReferralCandy2%27%33criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
ReferralCandy2%27%33criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%06Influitive AdvocateHub2%70%23criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Influitive AdvocateHub2%70%23criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the three products at 0%, ordered by negative rate
09
Friendbuy0%60%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Friendbuy0%60%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Yotpo Loyalty & Referrals0%31%32criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Yotpo Loyalty & Referrals0%31%32criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
LoyaltyLion0%29%28criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
LoyaltyLion0%29%28criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-eight head-to-head pages: the top eight products, each against each
Smile.io vs AmbassadorSmile.io vs Referral FactorySmile.io vs LoyaltyLionSmile.io vs FriendbuyInfluitive AdvocateHub vs Referral RockInfluitive AdvocateHub vs SlapFiveInfluitive AdvocateHub vs AmbassadorInfluitive AdvocateHub vs Referral FactoryInfluitive AdvocateHub vs LoyaltyLionInfluitive AdvocateHub vs FriendbuyReferral Rock vs SlapFiveReferral Rock vs AmbassadorReferral Rock vs Referral FactoryReferral Rock vs LoyaltyLionReferral Rock vs FriendbuySlapFive vs AmbassadorSlapFive vs Referral FactorySlapFive vs LoyaltyLionSlapFive vs FriendbuyAmbassador vs Referral FactoryAmbassador vs LoyaltyLionAmbassador vs FriendbuyReferral Factory vs LoyaltyLionReferral Factory vs FriendbuyLoyaltyLion vs Friendbuy
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
01Smile.io30%
Smile.io30%02Referral Rock28%
Referral Rock28%03Referral Factory15%
Referral Factory15%04GrowSurf6%
GrowSurf6%05ReferralCandy2%
ReferralCandy2%06Influitive AdvocateHub2%
Influitive AdvocateHub2%07Yotpo Loyalty & Referrals0%
Yotpo Loyalty & Referrals0%08LoyaltyLion0%
LoyaltyLion0%09Friendbuy0%
Friendbuy0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX 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.
Yotpo Loyalty & Referrals31%
10 of 32 labels negative · 9 of 14 models · 3 hard negative
“Has a high rate of negative feedback, especially regarding cost and suitability for small businesses.” Mistral Small, negative prompt
Influitive AdvocateHub70%
16 of 23 labels negative · 8 of 14 models · 6 hard negative
“"Avoid enterprise tools like Influitive/Ambassador/PartnerStack ($1k+/mo, custom quotes)—too pricey for small teams."” Muse Glimmer 30B, negative prompt
Smile.io15%
7 of 48 labels negative · 7 of 14 models · 1 hard negative
“Multiple reports of billing complaints, including being charged after canceling free plans.” Mistral Small, negative prompt
Ambassador78%
7 of 9 labels negative · 6 of 14 models · 6 hard negative
“"Avoid enterprise tools like Influitive/Ambassador/PartnerStack ($1k+/mo, custom quotes)—too pricey for small teams."” Muse Glimmer 30B, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
79 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1177 links across 234 sites, every framing counted. Ranked by the number of answers carrying the site or page. 42 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 · Open Loyalty55 answers · 78 citations · 12 models
vendor site · Voucherify35 answers · 36 citations · 12 models
30 answers · 49 citations · 10 models
vendor site · GrowSurf27 answers · 48 citations · 11 models
vendor site · Moosend27 answers · 27 citations · 10 models
22 answers · 26 citations · 10 models
vendor site · Guideflow20 answers · 21 citations · 10 models
19 answers · 26 citations · 10 models
vendor site · Tremendous19 answers · 19 citations · 8 models
vendor site · Referral Rock18 answers · 37 citations · 11 models
vendor site · Rivo18 answers · 19 citations · 10 models
vendor site · HubSpot18 answers · 18 citations · 9 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.
40 answers · 10 models
33 answers · 12 models
27 answers · 10 models
23 answers · 10 models
20 answers · 9 models
19 answers · 8 models
18 answers · 10 models
17 answers · 9 models
13 answers · 9 models
12 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 customer loyalty and referral platform”, “customer loyalty and referral platform”. 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 |
|---|---|---|---|---|---|---|---|---|
| Smile.io smile.io | 30% | 119 | 260 | 26 | 8,962 | $1,468 | 12 | |
| Referral Rock referralrock.com | 28% | 191 | 720 | 10 | 18,599 | 1 | ||
| Referral Factory referral-factory.com | 15% | 137 | 480 | 2 | 5,115 | 3 | 7 | |
| GrowSurf growsurf.com | 6% | 90 | 260 | 0 | 2,078 | 0 | 2 | |
| Loyalzoo loyalzoo.com | 4% | 9 | ||||||
| ReferralCandy referralcandy.com | 2% | 171 | 590 | 3 | 18,870 | 28 | 8 | |
| BON Loyalty bonloyalty.com | 2% | 13 | ||||||
| ReferralHero referralhero.com | 2% | 16 | ||||||
| Joy Loyalty | 2% | |||||||
| Loyverse POS loyverse.com | 2% | 8 |
Google's top ten for the two searches hold 16 sites; 3 of them are among the sites the models cited here (growsurf.com, rivo.io, tremendous.com). The first result for “best customer loyalty and referral platform” is influencermarketinghub.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 customer loyalty and referral platform for a small B2B company?”Paraphrase“Which customer advocacy and referral program tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top loyalty, advocacy and referral platforms for a small team and how do they differ?”Budget-constrained“What is the best customer loyalty and referral platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a customer loyalty and referral platform. What should we look at?”Negative“Which loyalty, advocacy and referral platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Referral RockReferral FactoryChangedReferral Factoryagainst: Open LoyaltyLoop.fansno first choiceagainst: Friendbuy, Get The Referral, Lootly, ReferralCandy, Yotpo Loyalty & Referrals
Three alternatives
Empuls, Influitive AdvocateHub, TapMangoThree alternatives
Cello, Referral Rock, SlapFiveFour alternatives
Ambassador, Base, ReferralCandy, Smile.ioThree alternatives
Joy Loyalty, Smile.io, UpPromoteGPT-5.4 miniReferral RockGrowSurf, ReferenceEdgeChangedagainst: TalkableSmile.ioagainst: ExtoleSmile.iono first choicenothing named
One alternative
Referral FactorySix alternatives
LoyaltyLion, Mention Me, Okendo, Referral Factory, Talkable, Yotpo Loyalty & ReferralsTwo alternatives
ReferralCandy, Yotpo Loyalty & ReferralsGemini 3.5 FlashFirstPromoter, Referral Rockagainst: Captivate, Influitive AdvocateHub, Smile.ioReferral RockChangedagainst: Influitive AdvocateHubSmile.ioagainst: Influitive AdvocateHubJoy Loyaltyagainst: LoyaltyLion, ReferralCandySmile.ioagainst: Ambassador, Annex Cloud, PartnerStack, ShareASale, Talkable, Yotpo Loyalty & Referrals, impact.com
Five alternatives
Cello.so, GrowSurf, Kangaroo Rewards, Lootly, Referral FactoryFour alternatives
Champion, FirstPromoter, Flooencer, Referral FactorySix alternatives
Bettermode, GrowSurf, Growave, ReferralCandy, UserEvidence, Viral LoopsFive alternatives
BON Loyalty, Loopy Loyalty, Lootly, Smile.io, Square LoyaltyEight alternatives
BonusQR, Cello.so, GrowSurf, Kangaroo Rewards, LoyaltyLion, Referral Rock, ReferralCandy, Yotpo Loyalty & ReferralsPerplexity SonarInfluitive AdvocateHubReferral FactoryChangedSmile.io, Yotpo Loyalty & ReferralsLoyalzoo, Smile.iono first choicenothing named
Two alternatives
Open Loyalty, Smile.ioThree alternatives
Influitive AdvocateHub, Noble, SlapFiveFour alternatives
Glue Loyalty, Kangaroo Rewards, Marsello, Square LoyaltyThree alternatives
Glue, Loyalty Gator, Square OnlineGrok 4.1 FastReferral Rockagainst: Antavo, Extole, Smile.ioReferral FactoryChangedagainst: Influitive AdvocateHubReferral Factory, Smile.ioagainst: Referral RockSmile.ioagainst: LoyaltyLion, Referral Rockno first choiceagainst: Ambassador, Annex Cloud, FiveStars Loyalty, Friendbuy, Influitive AdvocateHub, PartnerStack, Referral Factory, Rewards Network, SaaSquatch, Zinrelo
Two alternatives
GrowSurf, Referral FactoryTwo alternatives
Cello, Referral RockFive alternatives
Loyalty Gator, LoyaltyLion, ReferralCandy, Revetize, Yotpo Loyalty & ReferralsThree alternatives
LoyaltyLion, ReferralCandy, Smile.ioMistral SmallReferral Factory, ReferralHeroReferral Factory, Referral RockChangedEveryoneSocial, Genius Referrals, ReferralCandy, Smile.ioagainst: Open LoyaltyLoyalzoo, Smile.iono first choiceagainst: Friendbuy, HomeAdvisor, LoyaltyLion, Smile.io, Square Loyalty, Toast Loyalty, Yotpo Loyalty & Referrals
Three alternatives
Preferred Patron, Smile.io, Yotpo ReferralsTwo alternatives
HubSpot’s service tools, NiceJobFour alternatives
Clearview Social, LoyaltyLion, SocialToaster, TalkableTwo alternatives
Glue Loyalty, Referral FactoryDeepSeek V4 FlashReferral Rockagainst: Yotpo Loyalty & ReferralsGrowSurfChangedagainst: Influitive AdvocateHub, ReferralCandy, UserEvidenceReferral Factory, Referral Rock, Smile.ioagainst: Influitive AdvocateHub, ZuberanceSmile.ioagainst: LoyaltyLion, ReferralCandySmile.ioagainst: Growave, LoyaltyLion, ReferralCandy, Smile.io, Yotpo Loyalty & Referrals
One alternative
GrowSurfTwo alternatives
InviteReferrals, Referral RockSix alternatives
Friendbuy, LoyaltyLion, NiceJob, ReferralCandy, Rivo, Yotpo Loyalty & ReferralsOne alternative
Loyverse POSFour alternatives
Friendbuy, LoyaltyLion, Nector, Yotpo Loyalty & ReferralsLlama 4 Maverickno first choiceReferral FactoryChangedReferral FactorySmile.iono first choiceagainst: Ambassador, Annex Cloud, Friendbuy, Influitive AdvocateHub, PartnerStack, SaaSquatch, Smile.io, Yotpo Loyalty & Referrals
Three alternatives
NiceJob, Referral Rock, ReferralHeroTwo alternatives
Referral Rock, ReferralCandyThree alternatives
Loyalty Gator, LoyaltyLion, Referral FactoryQwen 3.7 FlashGrowthSurfReferral RockChangedGlue Loyalty, Referral Factoryagainst: VoucherifySmile.ioagainst: ReferralCandySmile.ioagainst: Yotpo Loyalty & Referralsagainst: Adobe Experience Cloud, Oracle CX, SAP, Salesforce Marketing Cloud
Three alternatives
HelloReferrals, Referral Factory, Referral RockOne alternative
Referral FactoryFour alternatives
Judge.me, Referral Rock, ReferralHero, Yotpo Loyalty & ReferralsOne alternative
Loopy LoyaltyThree alternatives
LoyaltyLion, ReferralCandy, TapMangoKimi K2Referral RockReferral RockHeldagainst: Ambassador, Extole, Influitive AdvocateHub, ReferralCandyReferral Rock, Smile.ioagainst: Ambassador, Influitive AdvocateHub, ReferralCandyBON Loyalty, Smile.ioReferralCandy, Smile.ioagainst: CJ Affiliate, Friendbuy, LoyaltyLion, Referral Factory, Refersion, SAP, SAP Emarsys, Yotpo Loyalty & Referrals
Three alternatives
Cello, Preferred Patron, Smile.ioThree alternatives
GrowSurf, SlapFive, Viral LoopsFive alternatives
Loopy Loyalty, LoyaltyLion, Referral Factory, Viral Loops, Yotpo Loyalty & ReferralsThree alternatives
KickoffLabs, ReferralHero, Yotpo Loyalty & ReferralsGLM 4.7 FlashXReferral RockReferral FactoryChangedSmile.ioagainst: Influitive AdvocateHub, LoyaltyLion, Referral RockSmile.iono first choiceagainst: Ambassador, Gainsight, Get The Referral, Influitive AdvocateHub, LoyaltyLion, Marsello, ReferenceEdge, Referral Factory, S Loyalty & Rewards, SC Loyalty Rewards, Stamped Loyalty & Referrals
Four alternatives
CustomerGauge, GrowSurf, Influitive AdvocateHub, LoyaltyXpertTwo alternatives
Friendbuy, Referral RockFive alternatives
GrowSurf, ReferralCandy, Sendoso, Viral Loops, Yotpo Loyalty & ReferralsSeven alternatives
GrowSurf, Loopy Loyalty, LoyaltyPass, Referral Factory, Square Loyalty, Tremendous, Yotpo Loyalty & ReferralsMiniMax M2.5Referral RockReferral RockHeldno first choiceLoyverse POS, Smile.iono first choiceagainst: Clover, FiveStars Loyalty, Lightspeed, Smile.io, Square Loyalty, Toast Loyalty
Three alternatives
Genius Referrals, GrowSurf, Referral FactoryThree alternatives
NiceJob, Referral Factory, ReferralHeroSeven alternatives
BON Loyalty, EveryoneSocial, Influitive AdvocateHub, Joy, ReferralCandy, Trifft, UpViralTwo alternatives
BON Loyalty, Glue LoyaltyGPT-6 LunaReferral RockReferral RockHeldSmile.ioagainst: Influitive AdvocateHubSmile.iono first choiceagainst: ReferralCandy, Salesforce Referral Marketing, Yotpo Loyalty & Referrals
One alternative
RewardfulTwo alternatives
Influitive AdvocateHub, SlapFiveFour alternatives
LoyaltyLion, Referral Rock, ReferralCandy, Yotpo Loyalty & ReferralsOne alternative
Square LoyaltyMuse Glimmer 30BGrowSurfReferral FactoryChangedagainst: Influitive AdvocateHubReferralCandy, Smile.ioagainst: Influitive AdvocateHubSmile.iono first choiceagainst: Ambassador, Friendbuy, Influitive AdvocateHub, PartnerStack, Referral Factory, Smile.io, Yotpo Loyalty & Referrals, Yotpo Referrals
Five alternatives
Antavo, Referral Factory, Referral Rock, Smile.io, Yotpo Loyalty & ReferralsTwo alternatives
NiceJob, Referral RockThree alternatives
Ambassador, Genius Referrals, Referral FactoryFour alternatives
LoyaltyLion, Referral Factory, ReferralCandy, Square LoyaltyBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:29 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:52 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:41 | yes | 13 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 12:17 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:37 | yes | 22 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:26 | yes | 15 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:47 | yes | 22 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:42 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:44 | yes | 8 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:49 | yes | 22 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:56 | yes | 21 | 17 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:45 | yes | 15 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:40 | yes | 2 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:45 | yes | 21 | 43 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:22 | yes | 17 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:01 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:04 | yes | 15 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:11 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:23 | yes | 22 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:29 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:32 | yes | 23 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:55 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:15 | yes | 14 | 61 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:45 | yes | 20 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:22 | yes | 23 | 17 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:26 | yes | 8 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:01 | yes | 2 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:04 | yes | 23 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:55 | yes | 17 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:43 | yes | 4 | 15 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:13 | yes | 18 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:49 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:25 | yes | 25 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:29 | yes | 15 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:02 | yes | 24 | 58 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:09 | yes | 7 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:57 | yes | 19 | 54 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:06 | yes | 24 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:57 | yes | 23 | 224 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 14:07 | yes | 15 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:37 | yes | 6 | 45 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:32 | yes | 25 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:24 | yes | 9 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:37 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:33 | yes | 21 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:26 | yes | 25 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:11 | yes | 23 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:01 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:18 | yes | 24 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 14:15 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:42 | yes | 9 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:31 | yes | 19 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:22 | yes | 25 | 29 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:55 | yes | 10 | 14 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:32 | yes | 2 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:29 | yes | 15 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:42 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:01 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:01 | yes | 12 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:38 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:22 | yes | 14 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:40 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:13 | yes | 24 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:24 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:28 | yes | 5 | 21 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:40 | yes | 19 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:24 | yes | 15 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:16 | no | 0 | 7 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:49 | yes | 2 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:41 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:11 | yes | 26 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:09 | yes | 5 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:03 | yes | 16 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 07:44 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:19 | yes | 25 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:41 | yes | 15 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:46 | yes | 25 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:23 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:06 | no | 0 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:42 | yes | 25 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:01 | yes | 24 | 57 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:21 | yes | 9 | 28 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:17 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:44 | 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
Influitive read as Influitive AdvocateHub
Influitive (AdvocateHub) read as Influitive AdvocateHub
Loyverse read as Loyverse POS
Yotpo read as Yotpo Loyalty & Referrals
Yotpo (now part of Alight) read as Yotpo Loyalty & Referrals
Yotpo Loyalty read as Yotpo Loyalty & Referrals
Unresolved, counted raw
BonusQR
Captivate
Clover
Crowdvocate/Base.ai
Dealsby
Empuls
Flooencer
Glue
GrowthSurf
HomeAdvisor
HubSpot’s service tools
Joy
Lightspeed
Noble
Perkstar
PickyStory
Refedge
Rewards Network
S Loyalty & Rewards
SAP
SC Loyalty Rewards
Salesforce Referral Marketing
SocialHP
Spiffy
Stamped Loyalty
Stamped Loyalty & Referrals
Trifft (by Klaviyo)
Discontinued, still offered
No shut-down product was recommended here.