Loyalty, advocacy and referrals
Asked as “customer loyalty and referral platform”, and as “customer advocacy and referral program tool”, on behalf of a mid-market B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
21%
Contested · Referral Factory 19%
21Referral Rock19Referral Factory19Smile.io42others
21% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Referral Rock (21%) replaces Smile.io (26% then, 19% now), 2 points clear, inside the 11-point floor.Referral Rock leads at 21%, replacing Smile.io, which led at 26% and stands at 19% now: 2 points clear, inside the floor, so the swap reads as unsettled.
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.Standing →Mid-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.This pageEnterprise
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.Standing →Mid-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.This pageEnterpriseInfluitive 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Referral Rock21%0%34accepted challenger▲+8Since October 2026: 13% → 21%, +8 points. Inside the 11-point floor: within noise.13% → 21%
Referral Rock21%0%34accepted challenger▲+8Since October 2026: 13% → 21%, +8 points. Inside the 11-point floor: within noise.13% → 21%02
Referral Factory19%10%29accepted challenger▲+15Since October 2026: 4% → 19%, +15 points. Past the 11-point floor: movement.4% → 19%
Referral Factory19%10%29accepted challenger▲+15Since October 2026: 4% → 19%, +15 points. Past the 11-point floor: movement.4% → 19%03
Smile.io19%21%38accepted challenger▼−7Since October 2026: 26% → 19%, −7 points. Inside the 11-point floor: within noise.26% → 19%
Smile.io19%21%38accepted challenger▼−7Since October 2026: 26% → 19%, −7 points. Inside the 11-point floor: within noise.26% → 19%04Influitive AdvocateHub11%18%33accepted challenger▼−9Since October 2026: 20% → 11%, −9 points. Inside the 11-point floor: within noise.20% → 11%
Influitive AdvocateHub11%18%33accepted challenger▼−9Since October 2026: 20% → 11%, −9 points. Inside the 11-point floor: within noise.20% → 11%05
Yotpo Loyalty & Referrals2%22%36accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Yotpo Loyalty & Referrals2%22%36accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the eight products at 0%, ordered by negative rate
09
ReferralCandy0%30%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ReferralCandy0%30%33criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Annex Cloud0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Annex Cloud0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Friendbuy0%23%22accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Friendbuy0%23%22accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%12
Talkable0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Talkable0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
LoyaltyLion0%8%25accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
LoyaltyLion0%8%25accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%07
Extole0%6%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Extole0%6%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
GrowSurf0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
GrowSurf0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Open Loyalty0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Open Loyalty0%0%11accepted 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 head
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Referral Rock21%
Referral Rock21%02Referral Factory19%
Referral Factory19%03Smile.io19%
Smile.io19%04Influitive AdvocateHub11%
Influitive AdvocateHub11%05Yotpo Loyalty & Referrals2%
Yotpo Loyalty & Referrals2%06LoyaltyLion0%
LoyaltyLion0%07Extole0%
Extole0%08GrowSurf0%
GrowSurf0%09ReferralCandy0%
ReferralCandy0%10Friendbuy0%
Friendbuy0%11Open Loyalty0%
Open Loyalty0%12Talkable0%
Talkable0%13Annex Cloud0%
Annex Cloud0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Yotpo Loyalty & Referrals22%
8 of 36 labels negative · 8 of 14 models · 2 hard negative
“Noted for vendor instability, product sun-setting history, and high costs, making it a risky choice” Muse Glimmer 30B, negative prompt
ReferralCandy30%
10 of 33 labels negative · 7 of 14 models · 1 hard negative
“What to avoid on a tight budget... ReferralCandy is the best overall Shopify referral + affiliate combo but it is not free.” Muse Glimmer 30B, budget prompt
Smile.io21%
8 of 38 labels negative · 7 of 14 models · 1 hard negative
“Criticized for billing complaints (such as charges after cancellation) and outdated customer service.” Mistral Small, negative prompt
Influitive AdvocateHub18%
6 of 33 labels negative · 6 of 14 models
“Enterprise advocacy hubs like *Influitive*... Why be cautious: These platforms are powerful, but they require heavy, continuous manual content creation” Gemini 3.5 Flash, negative 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
77 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. 1031 links across 304 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 Loyalty34 answers · 45 citations · 12 models
30 answers · 55 citations · 10 models
vendor site · Software Advice29 answers · 36 citations · 11 models
vendor site · Capterra25 answers · 39 citations · 8 models
vendor site · Extole24 answers · 29 citations · 12 models
20 answers · 20 citations · 8 models
vendor site · GetApp16 answers · 21 citations · 10 models
vendor site · Joy16 answers · 18 citations · 10 models
vendor site · 99minds16 answers · 17 citations · 10 models
vendor site · Guideflow13 answers · 13 citations · 8 models
vendor site · Smile.io12 answers · 21 citations · 8 models
12 answers · 18 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.
25 answers · 10 models
20 answers · 8 models
15 answers · 10 models
14 answers · 8 models
13 answers · 8 models
11 answers · 8 models
10 answers · 8 models
9 answers · 9 models
9 answers · 8 models
9 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 |
|---|---|---|---|---|---|---|---|---|
| Referral Rock referralrock.com | 21% | 222 | 720 | 10 | 18,599 | 1 | ||
| Referral Factory referral-factory.com | 19% | 157 | 480 | 2 | 5,115 | 3 | 7 | |
| Smile.io smile.io | 19% | 108 | 260 | 26 | 8,962 | $1,468 | 12 | |
| Influitive AdvocateHub influitive.com | 11% | 86 | 10 | 0 | 4,094 | |||
| Enable3 enable3.io | 6% | 6 | ||||||
| Joy joy.so | 4% | 25 | ||||||
| Joy Loyalty | 4% | |||||||
| Yotpo Loyalty & Referrals yotpo.com | 2% | 111 | 0 | 457,543 | 27 | 1 | ||
| Cello cello.so | 2% | 42 | 165,000 | 28,081 | 3,191 | 3 | ||
| PartnerStack partnerstack.com | 2% | 401 | 4,400 | 68 | 27,495 | 16 |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (getapp.com, referral-factory.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 mid-market B2B company?”Paraphrase“Which customer advocacy and referral program tool would you recommend to a mid-sized B2B company?”Comparative“What are the top loyalty, advocacy and referral platforms and how do they differ?”Budget-constrained“What is the best customer loyalty and referral platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a customer loyalty and referral platform. What should we look at?”Negative“Which loyalty, advocacy and referral platforms should I avoid or be cautious about?”
Claude Haiku 4.5Enable3Referral RockChangedno first choiceJoy Loyaltyno first choicenothing named
Four alternatives
Annex Cloud, Influitive AdvocateHub, PartnerStack, Referral RockTwo alternatives
Influitive AdvocateHub, Referral FactoryTen alternatives
Antavo, Extole, Friendbuy, LoyaltyLion, Open Loyalty, Smile.io, Talkable, Talon.One, White Label Loyalty, Yotpo Loyalty & ReferralsSix alternatives
BON Loyalty, Genius Referrals, Loop.fans, Loopy Loyalty, Smile.io, Viral LoopsGPT-5.4 miniReferral Factoryagainst: FriendbuyInfluitive AdvocateHubChangedno first choiceJoy Loyaltyno first choiceagainst: Annex Cloud, Buyapowa, Talkable, Yotpo Loyalty & Referrals
Two alternatives
Benepik, TalkableTwo alternatives
Buyapowa, Referral FactoryTwelve alternatives
Buyapowa, Comarch Loyalty Marketing Platform, DSMN8, Friendbuy, Influitive AdvocateHub, ReferenceEdge, Referral Factory, SlapFive, Smile.io, Talkable, Talon.One, Yotpo Loyalty & ReferralsThree alternatives
BON Loyalty, ReferralCandy, Yotpo Loyalty & ReferralsGemini 3.5 FlashInfluitive AdvocateHub, PartnerStack, Referral Rockagainst: ReferralCandy, Smile.ioInfluitive AdvocateHubChangedno first choiceSmile.iono first choiceagainst: Ambassador, Annex Cloud, Influitive AdvocateHub, Oracle CrowdTwist, ReferralCandy, Smile.io
Five alternatives
Base, Cello, FirstPromoter, SaaSquatch, UserEvidenceThree alternatives
PartnerStack, Referral Rock, SlapFiveTwelve alternatives
Antavo, Base, Extole, Friendbuy, GaggleAMP, Influitive AdvocateHub, LoyaltyLion, ReferralCandy, SaaSquatch, Smile.io, Talon.One, Yotpo Loyalty & ReferralsSeven alternatives
BonusQR, FirstPromoter, Joy Loyalty, Loop.fans, ReferralCandy, Rewardful, Square LoyaltyPerplexity SonarReferral RockReferral RockHeldLoyaltyLion, Yotpo Loyalty & ReferralsSmile.iono first choiceagainst: Annex Cloud, Extole, Friendbuy, Mention Me, ReferralCandy, SaaSquatch, Talkable, Yotpo Loyalty & Referrals, impact.com Advocate
Three alternatives
CustomerGauge, GrowSurf, Influitive AdvocateHubFour alternatives
Base.ai, Influitive AdvocateHub, ReferenceEdge, SlapFiveTen alternatives
Ambassador, Buyapowa, Extole, Friendbuy, Mention Me, Open Loyalty, Referral Rock, ReferralCandy, Smile.io, impact.com AdvocateThree alternatives
ReferralCandy, Viral Loops, Yotpo Loyalty & ReferralsGrok 4.20Referral Factoryagainst: Friendbuy, ReferralCandyReferral RockChangedagainst: Advocate, ReferralCandy, Smile.iono first choiceSmile.ioagainst: Referral Factoryno first choiceagainst: Casino Rewards, Friendbuy, Influitive AdvocateHub, ReferralCandy, Woolworths Everyday Rewards, Yotpo Loyalty & Referrals
Seven alternatives
Annex Cloud, Exchange Solutions, PartnerStack, Referral Rock, Salesforce Loyalty Management, Voucherify, impact.com AdvocateFour alternatives
Cello, Influitive AdvocateHub, Referral Factory, SlapFiveSix alternatives
Antavo, Extole, GRAVTY, Influitive AdvocateHub, Smile.io, Yotpo Loyalty & ReferralsFour alternatives
Conjured Referrals, ReferralCandy, Yotpo Loyalty & Referrals, Zoho CRMMistral SmallEnable3, Referral RockReferral Factory, Referral RockChangedno first choicePassKit, Smile.iono first choiceagainst: Friendbuy, Influitive AdvocateHub, Referral Factory, Smile.io, Yotpo Loyalty & Referrals
Two alternatives
Cello, Referral FactoryTwo alternatives
LoyaltyLion, Referral RockDeepSeek V4 FlashReferral RockReferral FactoryChangedagainst: Influitive AdvocateHubAmbassador, impact.com AdvocateSmile.iono first choiceagainst: Ambassador, LeadDyno, Punchh, Yotpo Loyalty & Referrals
Four alternatives
CustomerGauge, Enable3, GrowSurf, Yotpo Loyalty & ReferralsTwo alternatives
Cello, Referral RockThirteen alternatives
BrandChamp, Extole, Friendbuy, GrowSurf, Influitive AdvocateHub, LoyaltyLion, Open Loyalty, Referral Factory, Referral Rock, ReferralCandy, Smile.io, Voucherify, Yotpo Loyalty & ReferralsThree alternatives
Loyally.ai, ReferralCandy, Yotpo Loyalty & ReferralsLlama 4 MaverickCustomerGauge, Enable3, Referral FactoryReferral Factory, Referral RockChangedno first choiceSmile.iono first choiceagainst: Growave, Influitive AdvocateHub, LoyaltyLion, Referral Factory, Smile.io
Three alternatives
LoyaltyLion, ReferralCandy, Yotpo Loyalty & ReferralsQwen 3.7 FlashAmbassadorBase.aiChangedno first choiceJoyno first choiceagainst: Aklamio, OpenReferral.us, ProReferral, ReferralCandy, Regentology
Three alternatives
PartnerStack, Referral Factory, Referral RockTwo alternatives
Advocately, Influitive AdvocateHubTen alternatives
Ambassador, Ambassify, FirstPromoter, Influitive AdvocateHub, LoyaltyLion, ReferralCandy, Salesforce Loyalty Management, Smile.io, Talon.One, Yotpo Loyalty & ReferralsThree alternatives
Smile.io, Square Loyalty, Viral LoopsKimi K2Referral RockReferral RockHeldagainst: Influitive AdvocateHubno first choiceSmile.iono first choiceagainst: Realtor.com, Redfin, ReferralCandy, Smile.io, Yotpo Loyalty & Referrals, Zillow
Four alternatives
Ambassador, Influitive AdvocateHub, PartnerStack, impact.com AdvocateTwo alternatives
Cello, Referral FactoryFour alternatives
Growave, LoyaltyLion, ReferralCandy, StampedGLM 4.7 FlashXInfluitive AdvocateHubReferral FactoryChangedno first choiceBonusQR, Joyno first choiceagainst: Open Referral, ReferPro, ReferralCandy, Refersion
Five alternatives
Annex Cloud, Exchange Solutions, GrowSurf, Referral Rock, Salesforce Loyalty ManagementThree alternatives
Ambassify, Buyapowa, Genius ReferralsEighteen alternatives
Birdeye, Buyapowa, Extole, FirstPromoter, Friendbuy, GrowSurf, Kangaroo Rewards, LoyaltyLion, Maestra, Open Loyalty, Referral Factory, Referral Rock, ReferralCandy, Salesforce Loyalty Management, Smile.io, Talkable, Viral Loops, Yotpo Loyalty & ReferralsThree alternatives
Loopy Loyalty, ReferralCandy, Viral LoopsMiniMax M2.5Referral FactoryInfluitive AdvocateHubChangedSmile.io, Yotpo Loyalty & ReferralsSmile.io, Yotpo Loyalty & Referralsno first choiceagainst: Phia, ShopMy
Five alternatives
Cello, CustomerGauge, Enable3, GrowSurf, Referral RockThree alternatives
Referral Factory, Tapfiliate, ZuberanceThree alternatives
Friendbuy, LoyaltyLion, Mention MeThree alternatives
Kangaroo Rewards, Loopy Loyalty, ReferralCandyGPT-6 LunaSaaSquatch by impact.comInfluitive AdvocateHubChangedno first choiceSmile.iono first choiceagainst: CrowdTwist, Marigold, Paytronix, Punchh, SessionM, Smile.io, Stamped, Yotpo Loyalty & Referrals
Two alternatives
Influitive AdvocateHub, Referral RockOne alternative
Referral RockTen alternatives
Antavo, Extole, Friendbuy, Influitive AdvocateHub, LoyaltyLion, ReferralCandy, Smile.io, Talon.One, Yotpo Loyalty & Referrals, impact.com AdvocateTwo alternatives
Growave, Square LoyaltyMuse Glimmer 30BCello, Referral FactoryReferral FactoryChangedBuyapowaSmile.ioagainst: LoyaltyLion, ReferralCandyno first choiceagainst: Smile.io, Yotpo Loyalty & Referrals
Five alternatives
Exchange Solutions, Friendbuy, Influitive AdvocateHub, Referral Rock, Yotpo Loyalty & ReferralsThree alternatives
Ambassador, Influitive AdvocateHub, Referral RockOne alternative
AmbassifyFour alternatives
Conjured Referrals, Joy, Square Loyalty, Viral LoopsBold 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 09:06 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:58 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:10 | yes | 12 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:45 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:28 | yes | 19 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:34 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:11 | yes | 22 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:54 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:14 | yes | 5 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:10 | yes | 15 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:59 | yes | 23 | 52 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:04 | yes | 23 | 58 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:01 | yes | 5 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:54 | yes | 12 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:09 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:48 | 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 17:16 | yes | 7 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:01 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:35 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:59 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:29 | yes | 25 | 41 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:30 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:59 | yes | 19 | 79 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:09 | yes | 20 | 44 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:27 | yes | 15 | 65 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:14 | yes | 5 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:34 | yes | 3 | 22 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:26 | yes | 15 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:46 | yes | 19 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:36 | yes | 7 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:05 | no | 0 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:59 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:28 | yes | 20 | 20 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:08 | yes | 20 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:56 | yes | 25 | 49 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:29 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:24 | yes | 15 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:04 | yes | 24 | 60 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:56 | yes | 20 | 133 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:43 | yes | 25 | 51 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:08 | yes | 10 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:49 | yes | 20 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:38 | yes | 16 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:30 | yes | 4 | 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 15:01 | yes | 18 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:51 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:47 | yes | 16 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:40 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:24 | yes | 24 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:01 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:29 | yes | 5 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:48 | yes | 19 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:35 | yes | 20 | 177 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:02 | yes | 10 | 25 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:02 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:50 | yes | 11 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:01 | no | 0 | 9 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:02 | no | 0 | 7 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 12:11 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:41 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:09 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:25 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:35 | yes | 19 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:17 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:56 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:43 | no | 0 | 64 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:30 | yes | 15 | 47 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:37 | yes | 20 | 44 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:37 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:14 | yes | 13 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:53 | yes | 27 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:46 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:50 | yes | 6 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:29 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:16 | yes | 25 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:44 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:04 | yes | 24 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:15 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:20 | yes | 24 | 57 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:57 | yes | 25 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:46 | yes | 24 | 36 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:10 | yes | 25 | 46 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:37 | yes | 5 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:46 | yes | 25 | 29 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
Influitive (formerly Advocately) read as Influitive AdvocateHub
Influitive (now part of Higher Logic) read as Influitive AdvocateHub
Loyverse read as Loyverse POS
Yotpo read as Yotpo Loyalty & Referrals
Yotpo (Loyalty & Referrals) read as Yotpo Loyalty & Referrals
Yotpo (Yotpo Loyalty & Referrals) read as Yotpo Loyalty & Referrals
Yotpo Loyalty read as Yotpo Loyalty & Referrals
impact.com read as impact.com Advocate
Unresolved, counted raw
Advocate
Ampjar Amplify
Benepik
CCapillary Technologies
Casino Rewards
Comarch Loyalty Marketing Platform
Como
ConnectPOS
CrowdTwist
CrowdTwist / Oracle
Digital Stamp Cards
Evoq Engage
Kobie Loyalty Cloud
Loop Fans
Open Referral (referr.co.uk)
Realtor.com
Redfin
ReferralFlo / SocialChorus
Regentology
S Loyalty
SaaSquatch by impact.com
Spitche
Switl
Thanx
Woolworths Everyday Rewards
Yoyo Wallet
Zillow
Discontinued, still offered
No shut-down product was recommended here.