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. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
42%
Clear leader
42Referral Rock32Smile.io08Referral Factory18others
42% of first choices, clear leader.
Since October 2026↗new leaderNew leader since October 2026: Referral Rock (42%) replaces Smile.io (30% then, 32% now), 10 points clear, inside the 11-point floor.Referral Rock leads at 42%, replacing Smile.io, which led at 30% and stands at 32% now: 10 points clear, inside the floor, so the swap reads as unsettled. The verdict moved from contested to clear leader.
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 Rock42%Clear leader↗new leaderNew leader since October 2026: Referral Rock (42%) replaces Smile.io (30% then, 32% now), 10 points clear, inside the 11-point floor.This pageMid-marketReferral Rock21%Contested↗new leaderNew leader since October 2026: Referral Rock (21%) replaces Smile.io (26% then, 19% now), 2 points clear, inside the 11-point floor.Standing →Enterprise
Influitive AdvocateHub30%Contested▲+1Since October 2026: 29% → 30%, +1 point. Inside the 11-point floor: within noise.Standing →
Referral Rock42%Clear leader↗new leaderNew leader since October 2026: Referral Rock (42%) replaces Smile.io (30% then, 32% now), 10 points clear, inside the 11-point floor.This pageMid-marketReferral Rock21%Contested↗new leaderNew leader since October 2026: Referral Rock (21%) replaces Smile.io (26% then, 19% now), 2 points clear, inside the 11-point floor.Standing →EnterpriseInfluitive AdvocateHub30%Contested▲+1Since October 2026: 29% → 30%, +1 point. Inside the 11-point floor: within noise.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 Rock42%7%42endorsed leader▲+14Since October 2026: 28% → 42%, +14 points. Past the 11-point floor: movement.28% → 42%
Referral Rock42%7%42endorsed leader▲+14Since October 2026: 28% → 42%, +14 points. Past the 11-point floor: movement.28% → 42%02
Smile.io32%11%44endorsed leader▲+2Since October 2026: 30% → 32%, +2 points. Inside the 11-point floor: within noise.30% → 32%
Smile.io32%11%44endorsed leader▲+2Since October 2026: 30% → 32%, +2 points. Inside the 11-point floor: within noise.30% → 32%03
Referral Factory8%11%28accepted challenger▼−7Since October 2026: 15% → 8%, −7 points. Inside the 11-point floor: within noise.15% → 8%
Referral Factory8%11%28accepted challenger▼−7Since October 2026: 15% → 8%, −7 points. Inside the 11-point floor: within noise.15% → 8%04
GrowSurf4%0%20accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%
GrowSurf4%0%20accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%05
ReferralCandy2%20%41accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
ReferralCandy2%20%41accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the eight products at 0%, ordered by negative rate
13Influitive AdvocateHub0%68%19criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Influitive AdvocateHub0%68%19criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%12
Friendbuy0%53%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Friendbuy0%53%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Ambassador0%47%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Ambassador0%47%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Yotpo Loyalty & Referrals0%38%37criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Yotpo Loyalty & Referrals0%38%37criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
LoyaltyLion0%33%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
LoyaltyLion0%33%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Tremendous0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Tremendous0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Viral Loops0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Viral Loops0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07Square Loyalty0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All ten head-to-head pages: the top five products, each against each
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 →
010203040506S07
080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Referral Rock42%
Referral Rock42%02Smile.io32%
Smile.io32%03Referral Factory8%
Referral Factory8%04GrowSurf4%
GrowSurf4%05ReferralCandy2%
ReferralCandy2%06Viral Loops0%
Viral Loops0%07Square Loyalty0%
08Tremendous0%
Tremendous0%09Yotpo Loyalty & Referrals0%
Yotpo Loyalty & Referrals0%10LoyaltyLion0%
LoyaltyLion0%11Ambassador0%
Ambassador0%12Friendbuy0%
Friendbuy0%13Influitive AdvocateHub0%
Influitive AdvocateHub0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 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 & Referrals38%
14 of 37 labels negative · 10 of 14 models · 7 hard negative
“Yotpo, for instance, starts at nearly $200/month plus usage fees for SMS/email. This makes them inaccessible for a bootstrap business” Qwen 3.7 Flash, negative prompt
Influitive AdvocateHub68%
13 of 19 labels negative · 8 of 14 models · 4 hard negative
“Tools like Influitive are designed for large-scale B2B programs with thousands of active users. They require significant time to set up and manage.” Qwen 3.7 Flash, negative prompt
Friendbuy53%
9 of 17 labels negative · 8 of 14 models · 1 hard negative
“For small businesses, base tier costs (often starting at several hundred dollars a month) plus order volume overages can quickly outpace ROI.” Gemini 3.5 Flash, negative prompt
ReferralCandy20%
8 of 41 labels negative · 7 of 14 models · 2 hard negative
“avoid ecommerce-first tools such as ReferralCandy, Smile.io, and Yotpo” Perplexity Sonar, 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
78 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. 925 links across 211 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 · Software Advice34 answers · 49 citations · 9 models
vendor site · Joy34 answers · 38 citations · 12 models
vendor site · Capterra27 answers · 47 citations · 10 models
24 answers · 45 citations · 8 models
vendor site · Open Loyalty24 answers · 32 citations · 9 models
21 answers · 21 citations · 9 models
vendor site · 99minds19 answers · 19 citations · 10 models
vendor site · GetApp18 answers · 20 citations · 8 models
vendor site · Referral Rock17 answers · 22 citations · 9 models
vendor site · Yotpo15 answers · 22 citations · 11 models
vendor site · Albato15 answers · 16 citations · 10 models
vendor site · GrowSurf14 answers · 24 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.
29 answers · 10 models
21 answers · 9 models
20 answers · 8 models
18 answers · 10 models
18 answers · 8 models
14 answers · 9 models
13 answers · 9 models
13 answers · 7 models
10 answers · 7 models
10 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Referral Rock referralrock.com | 42% | 222 | 720 | 10 | 18,599 | 1 | ||
| Smile.io smile.io | 32% | 108 | 260 | 26 | 8,962 | $1,468 | 12 | |
| Referral Factory referral-factory.com | 8% | 157 | 480 | 2 | 5,115 | 3 | 7 | |
| GrowSurf growsurf.com | 4% | 96 | 260 | 0 | 2,078 | 0 | 2 | |
| ReferralCandy referralcandy.com | 2% | 188 | 590 | 3 | 18,870 | 28 | 8 | |
| FirstPromoter firstpromoter.com | 2% | 94 | 590 | 9 | 797 | 12 | ||
| Joy joy.so | 2% | 25 | ||||||
| Cello cello.so | 2% | 42 | 165,000 | 28,081 | 3,191 | 3 | ||
| CHCKN chckn.app | 2% | 2 | ||||||
| Loop.fans loop.fans | 2% | 4 |
Google's top ten for the two searches hold 16 sites; 3 of them are among the sites the models cited here (getapp.com, growsurf.com, yotpo.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 Factory, Referral RockChangedReferral Factory, Smile.ioagainst: ExtoleLoop.fansno first choiceagainst: Extole
Three alternatives
Influitive AdvocateHub, Open Loyalty, PartnerStackOne alternative
BaseFive alternatives
Annex Cloud, Friendbuy, Loop.fans, Okendo, Open LoyaltyFour alternatives
Glue Loyalty, Loyalty Gator, ReferralCandy, Viral LoopsGPT-5.4 miniReferral Factoryagainst: BON LoyaltyReferral FactoryHeldSmile.ioagainst: Birdeye, FriendbuySmile.ioagainst: TapMangono first choiceagainst: Brevo Referral, Clover / SkyTab, Keep, ProReferral, Referly, Rewards Network, Sharereferrals
One alternative
Smile.ioTwo alternatives
Ambassador, Influitive AdvocateHubSix alternatives
Ambassador, LoyaltyLion, Mention Me, Okendo, ReferralCandy, Yotpo Loyalty & ReferralsOne alternative
ReferralCandyGemini 3.5 FlashFirstPromoteragainst: PartnerStack, Smile.io, Yotpo Loyalty & ReferralsReferral RockChangedagainst: Influitive AdvocateHubSmile.ioAppstle Loyalty & Rewards, Smile.ioagainst: LoyaltyLionSmile.ioagainst: Ambassador, Annex Cloud, Extole, Friendbuy, Oracle CrowdTwist, Punchh, Talon.One, Yotpo Loyalty & Referrals
Three alternatives
GrowSurf, Referral Rock, ReferralHeroFour alternatives
Base.ai, FirstPromoter, GrowSurf, Referral FactoryFour alternatives
BrandChamp, LoyaltyLion, Referral Rock, ReferralCandyFive alternatives
Joy Loyalty, ReferralCandy, Rewardful, Square Loyalty, Stamp MeSeven alternatives
FirstPromoter, PartnerStack, Referral Rock, ReferralCandy, Rewardful, Talon.One, VoucherifyPerplexity SonarReferral Rockagainst: CustomerGauge, ReferralCandy, Salesforce Loyalty Management, Smile.io, Yotpo Loyalty & ReferralsReferral RockHeldagainst: Influitive AdvocateHub, SlapFiveSmile.ioagainst: Ambassador, Antavo, Extole, Influitive AdvocateHub, Open LoyaltySmile.iono first choiceagainst: Ambassador, Extole, Friendbuy, GRAVTY, Mention Me, Open Loyalty, Referral Factory, Referral Rock, ReferralCandy, Smile.io, Talkable, Yotpo Loyalty & Referrals, impact.com Advocate
One alternative
GrowSurfOne alternative
Referral FactoryFive alternatives
Referral Factory, Referral Rock, ReferralCandy, Square Loyalty, Yotpo Loyalty & ReferralsThree alternatives
Loopy Loyalty, Referral Factory, ReferralCandyGrok 4.20Referral Rockagainst: Annex Cloud, CustomerGauge, Extole, ReferralCandy, Talkable, Yotpo Loyalty & ReferralsReferral RockHeldSmile.ioagainst: Extole, TalkableSmile.ioSmile.ioagainst: Adobe Marketo Engage, Birdeye, Friendbuy, GRAVTY, Influitive AdvocateHub, Loyalty Juggernaut, ReferPro, Smile.io, Yotpo Loyalty & Referrals
Five alternatives
Cello, FirstPromoter, GrowSurf, Tremendous, Viral LoopsFour alternatives
GrowSurf, Influitive AdvocateHub, ReferenceEdge, Referral FactoryEight alternatives
Birdeye, GrowSurf, LoyaltyLion, NiceJob, Referral Rock, ReferralCandy, Square Loyalty, Yotpo Loyalty & ReferralsFour alternatives
BON Loyalty, Joy Loyalty Program Rewards, ReferralCandy, Yotpo Loyalty & ReferralsTwo alternatives
ReferralCandy, Yotpo Loyalty & ReferralsMistral SmallReferral RockReferral RockHeldEveryoneSocial, Referral Rock, Smile.ioagainst: GaggleAMPSmile.iono first choiceagainst: Ambassador, Friendbuy, ReferenceEdge, Yotpo Loyalty & Referrals
Two alternatives
FirstPromoter, TremendousTwo alternatives
CustomerGauge, Referral FactoryEight alternatives
Clearview Social, FirstPromoter, HappyRewards.io, Joy, Loyoly, Sociabble, SocialToaster, TremendousThree alternatives
99minds, Joy, ReferralCandyDeepSeek V4 FlashReferral RockReferral RockHeldagainst: Friendbuy, ReferralCandySmile.ioagainst: Friendbuy, Influitive AdvocateHubSmile.ioagainst: LoyaltyLion, Referral Rock, Yotpo Loyalty & ReferralsSmile.ioagainst: LoyaltyLion, Referral Factorynothing named
Four alternatives
Cello, GrowSurf, Tremendous, Yotpo Loyalty & ReferralsThree alternatives
GrowSurf, InviteReferrals, Referral FactoryFive alternatives
GrowSurf, Joy, Referral Rock, ReferralCandy, Yotpo Loyalty & ReferralsFour alternatives
FaveCard, Loopy Loyalty, ReferralCandy, Square LoyaltyTwo alternatives
ReferralCandy, Yotpo Loyalty & ReferralsLlama 4 MaverickReferral Rockno first choiceChangedno first choiceSmile.iono first choiceagainst: Friendbuy, Lootly, LoyaltyLion, Referral Factory, Yotpo Loyalty & Referrals
Three alternatives
Ambassador, GrowSurf, Referral FactoryTwo alternatives
ReferralCandy, Viral LoopsQwen 3.7 FlashCello, Referral RockReferral RockChangedSmile.io, Yotpo Loyalty & ReferralsCHCKN, Smile.ioagainst: Yotpo Loyalty & Referralsno first choiceagainst: Influitive AdvocateHub, Smile.io, Yotpo Loyalty & Referrals
One alternative
TremendousTwo alternatives
Cello, SnobollFive alternatives
Birdeye, ReferralCandy, StoryPrompt, TapMango, Viral LoopsTwo alternatives
Loopy Loyalty, ReferralCandySix alternatives
Friendbuy, GrowSurf, Referral Rock, Smile.io, Viral Loops, Yotpo Loyalty & ReferralsKimi K2Referral RockReferral RockHeldagainst: Ambassador, Influitive AdvocateHub, PartnerStack, ReferralCandySmile.ioagainst: Ambassador, Influitive AdvocateHub, PartnerStackSmile.ioReferralCandyagainst: Ambassador, Influitive AdvocateHub, PartnerStack, Refersion, Yotpo Loyalty & Referrals
Three alternatives
GrowSurf, Referral Factory, Viral LoopsOne alternative
CelloFive alternatives
Joy Loyalty, Kangaroo Rewards, Referral Rock, ReferralCandy, Yotpo Loyalty & ReferralsFive alternatives
Joy, ReferralCandy, Tremendous, Viral Loops, Yotpo Loyalty & ReferralsFour alternatives
Kangaroo, Referral Factory, Smile.io, Yotpo Loyalty & ReferralsGLM 4.7 FlashXGrowSurfReferral FactoryChangedSmile.io, Yotpo Loyalty & Referralsagainst: Annex Cloud, Buyapowa, Extole, Marigold, Open Loyalty, Referral SaaSquatch, Talon.One, Vyper, ZinreloSmile.ioagainst: ReferralCandyno first choiceagainst: Clover, Giftbit, Lightspeed, Loopy Loyalty, Square Online, Toast, Tremendous
Three alternatives
Referral Factory, Referral Rock, Viral LoopsThree alternatives
CustomerGauge, Genius Referrals, SirenSixteen alternatives
BON Loyalty, Birdeye, FirstPromoter, Fivestars, HelloReferrals, InviteReferrals, Loyally.ai, Loyverse POS, NiceJob, Okendo, Referral Factory, Referral Rock, Repshift, Square Loyalty, Talkable, TapMangoTwo alternatives
Square Loyalty, Vira LoopsMiniMax M2.5Referral RockReferral RockHeldReferralCandy, Smile.ioJoy, Smile.iono first choiceagainst: Core Loyalty, Referral Rock, ReferralCandy, Yotpo: Loyalty Rewards Program
Three alternatives
Ambassador, CustomerGauge, GrowSurfTwo alternatives
GrowSurf, Viral LoopsFour alternatives
Influitive AdvocateHub, Kangaroo, ReferralHero, Yotpo Loyalty & ReferralsThree alternatives
Loopy Loyalty, ReferralCandy, Viral LoopsGPT-6 LunaReferral Rockagainst: PartnerStackReferral RockHeldagainst: Influitive AdvocateHubSmile.ioagainst: Influitive AdvocateHub, LoyaltyLionSmile.iono first choiceagainst: Influitive AdvocateHub, LoyaltyLion, ReferralCandy, Yotpo Loyalty & Referrals
One alternative
RewardfulFour alternatives
Okendo, Referral Rock, ReferralCandy, RivoOne alternative
Square OnlineMuse Glimmer 30BReferral RockGrowSurfChangedagainst: AmbassadorJoy, Smile.ioagainst: FriendbuySmile.iono first choiceagainst: Ambassador, Fivestars, Influitive AdvocateHub, PartnerStack, Paytronix, Punchh, Yotpo Loyalty & Referrals
Four alternatives
Ambassador, Cello, GrowSurf, Referral FactoryOne alternative
Referral RockThree alternatives
Bambu, LoyaltyLion, ReferralCandyThree alternatives
CHCKN, Joy, 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.
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 09:35 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:12 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:15 | yes | 6 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:44 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:19 | yes | 12 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:04 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:38 | yes | 20 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:51 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:16 | yes | 5 | 40 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:53 | yes | 17 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:18 | yes | 18 | 20 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:34 | yes | 15 | 35 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:50 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:34 | yes | 11 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:30 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:19 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:54 | yes | 7 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:26 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:40 | yes | 9 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:57 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:41 | yes | 24 | 18 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:13 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:09 | yes | 5 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:41 | yes | 25 | 58 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:42 | yes | 14 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:19 | yes | 5 | 15 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:50 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:00 | yes | 13 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:12 | yes | 18 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:18 | yes | 6 | 11 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 10:20 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:04 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:55 | yes | 15 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:47 | yes | 20 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:51 | yes | 23 | 59 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:14 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:36 | yes | 15 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:03 | yes | 25 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:06 | yes | 15 | 54 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:08 | yes | 20 | 50 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:27 | yes | 7 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:16 | yes | 15 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:39 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:56 | yes | 3 | 5 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 10:35 | yes | 8 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:07 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:27 | yes | 23 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:57 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:19 | yes | 24 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:22 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:01 | yes | 5 | 18 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:42 | yes | 13 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:02 | yes | 25 | 160 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:20 | yes | 10 | 26 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:00 | yes | 2 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:10 | yes | 13 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:52 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:55 | no | 0 | 8 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 15:27 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:57 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:28 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:44 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:21 | yes | 25 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:23 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:38 | yes | 10 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:04 | yes | 10 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:17 | yes | 14 | 20 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:09 | no | 0 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:39 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:40 | yes | 12 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:45 | yes | 28 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:04 | yes | 5 | 5 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 16:48 | yes | 9 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:56 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:33 | yes | 19 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:13 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:56 | yes | 25 | 17 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:26 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:29 | yes | 18 | 45 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:18 | yes | 25 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:30 | yes | 23 | 124 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:51 | yes | 5 | 23 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:40 | yes | 5 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:55 | yes | 25 | 31 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
FiveStars Loyalty read as Fivestars
Impact read as impact.com Advocate
Influitive read as Influitive AdvocateHub
Loyverse read as Loyverse POS
Yotpo read as Yotpo Loyalty & Referrals
Yotpo Loyalty read as Yotpo Loyalty & Referrals
Unresolved, counted raw
Appstle Loyalty & Rewards
Brevo Referral
Clover
Clover / SkyTab
Core Loyalty
Flooencer
HappyRewards / Bloy.io
Joy Loyalty Program Rewards
Keep
Maritz-Motivation
OptCulture
Referral SaaSquatch
Ryviu
Sharereferrals
Snoboll
StoryPrompt
TrafficManager
Vira Loops
Yogi
Yotpo: Loyalty Rewards Program
Discontinued, still offered
No shut-down product was recommended here.