Loyalty, advocacy and referrals for enterprise buyers
Asked as “customer loyalty and referral platform”, and as “customer advocacy and referral program tool”, on behalf of an enterprise B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
15%
Contested · Extole 13%
15Influitive AdvocateHub13Extole13Open Loyalty59others
15% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the seven products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Smile.io vs AmbassadorSmile.io vs Referral FactorySmile.io vs SlapFiveSmile.io vs Open LoyaltyReferral Rock vs Influitive AdvocateHubReferral Rock vs GrowSurfReferral Rock vs AmbassadorReferral Rock vs Referral FactoryReferral Rock vs SlapFiveReferral Rock vs Open LoyaltyInfluitive AdvocateHub vs GrowSurfInfluitive AdvocateHub vs AmbassadorInfluitive AdvocateHub vs Referral FactoryInfluitive AdvocateHub vs SlapFiveInfluitive AdvocateHub vs Open LoyaltyGrowSurf vs AmbassadorGrowSurf vs Referral FactoryGrowSurf vs SlapFiveGrowSurf vs Open LoyaltyAmbassador vs Referral FactoryAmbassador vs SlapFiveAmbassador vs Open LoyaltyReferral Factory vs SlapFiveReferral Factory vs Open LoyaltySlapFive vs Open Loyalty
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 →
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19Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Influitive AdvocateHub15%
Influitive AdvocateHub15%02Extole13%
Extole13%03Open Loyalty13%
Open Loyalty13%04Talon.One9%
Talon.One9%05Annex Cloud9%
Annex Cloud9%06Voucherify4%
Voucherify4%07Talkable4%
Talkable4%08Ambassador2%
Ambassador2%09Salesforce Loyalty Management2%
Salesforce Loyalty Management2%10Referral Rock2%
Referral Rock2%11Buyapowa2%
Buyapowa2%12Smile.io2%
Smile.io2%13Antavo0%
Antavo0%14Friendbuy0%
Friendbuy0%15Comarch Loyalty Management0%
Comarch Loyalty Management0%16Mention Me0%
Mention Me0%17Yotpo Loyalty & Referrals0%
Yotpo Loyalty & Referrals0%18LoyaltyLion0%
LoyaltyLion0%19ReferralCandy0%
ReferralCandy0%What they warned about
One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
ReferralCandy80%
12 of 15 labels negative · 8 of 12 models · 9 hard negative
“Examples include ReferralCandy or basic built-in referral widgets... Why enterprises should avoid or use extreme caution” Gemini 3.5 Flash, negative prompt
LoyaltyLion67%
10 of 15 labels negative · 8 of 12 models · 5 hard negative
“Examples include Smile.io, LoyaltyLion, and Growave... Why enterprises should avoid or use extreme caution” Gemini 3.5 Flash, negative prompt
Yotpo Loyalty & Referrals42%
8 of 19 labels negative · 6 of 12 models · 4 hard negative
“Risk level: HIGH — vendor instability and product sun-setting ... avoid platforms with product-sunsetting histories (Yotpo)” DeepSeek V4 Flash, negative prompt
Smile.io73%
8 of 11 labels negative · 6 of 12 models · 3 hard negative
“avoid ... operators positioned primarily for SMBs (Smile.io, Kangaroo, Viral Loops)” DeepSeek V4 Flash, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
23 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 321 links across 125 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · Open Loyalty13 answers · 23 citations · 3 models
10 answers · 16 citations · 3 models
8 answers · 9 citations · 3 models
vendor site · Yotpo8 answers · 8 citations · 4 models
vendor site · Voucherify7 answers · 12 citations · 3 models
vendor site · Extole6 answers · 11 citations · 3 models
vendor site · Exchange Solutions6 answers · 7 citations · 3 models
vendor site · Directive Consulting6 answers · 6 citations · 3 models
vendor site · Guideflow5 answers · 9 citations · 3 models
vendor site · Bubblehouse5 answers · 7 citations · 3 models
vendor site · CustomerGauge5 answers · 6 citations · 2 models
vendor site · Gartner5 answers · 6 citations · 3 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
8 answers · 3 models
6 answers · 3 models
6 answers · 3 models
6 answers · 3 models
5 answers · 2 models
5 answers · 2 models
4 answers · 2 models
4 answers · 2 models
4 answers · 3 models
4 answers · 2 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best 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 |
|---|---|---|---|---|---|---|---|
| Influitive AdvocateHub influitive.com | 15% | 86 | 10 | 0 | 4,094 | ||
| Extole extole.com | 13% | 127 | 880 | 476 | 8,207 | 13 | |
| Open Loyalty openloyalty.io | 13% | 63 | 170 | 7 | 30,015 | 1 | |
| Talon.One talon.one | 9% | 32 | 1,000 | 1 | 18,382 | $291 | 17 |
| Annex Cloud annexcloud.com | 9% | 41 | 260 | 2 | 2,604 | 4 | |
| Base base.ai Base.ai 7%, Base 2% | 9% | 11 | |||||
| Voucherify voucherify.io | 4% | 12 | 390 | 3 | 15,008 | ||
| Talkable talkable.com | 4% | 69 | 590 | 16 | 1,421 | ||
| CustomerGauge customergauge.com | 4% | 99 | 210 | 0 | 22,116 | $254 | 17 |
| Preferred Patron preferredpatron.com Preferred Patron 2%, Preferred Patron Loyalty 2% | 4% |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (gartner.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 an enterprise B2B company?”Paraphrase“Which customer advocacy and referral program tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade loyalty, advocacy and referral platforms and how do they differ?”Budget-constrained“What is the best customer loyalty and referral platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a customer loyalty and referral platform. What should we look at?”Negative“Which loyalty, advocacy and referral platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5CustomerGaugeInfluitive AdvocateHubChangedOpen LoyaltyOpen Loyaltyno first choicenothing named
Four alternatives
Antavo, Kademi, PartnerStack, Salesforce Loyalty ManagementTwo alternatives
Base, ExtoleSix alternatives
Annex Cloud, Antavo, Bubblehouse, Salesforce Loyalty Management, Talkable, Talon.OneTwo alternatives
Friendbuy, SaaSquatchGPT-5.4 miniAnnex CloudInfluitive AdvocateHubChangedAnnex CloudReferral Factoryno first choiceagainst: Buyapowa, LoyaltyLion, Okendo, Referral Factory, ReferralCandy, Smile.io, Talkable
Three alternatives
Referral Factory, Talon.One, impact.com AdvocateOne alternative
PostBeyondFour alternatives
Comarch Loyalty Management, Friendbuy, Talon.One, Yotpo Loyalty & ReferralsTwo alternatives
Preferred Patron Loyalty, TadaGemini 3.5 FlashAnnex CloudBase, Influitive AdvocateHubChangedCapillary, Extole, Influitive AdvocateHub, Talon.OneVoucherifyExtole, Talon.Oneagainst: Growave, LoyaltyLion, ReferralCandy, Smile.io
Three alternatives
Extole, Influitive AdvocateHub, PartnerStackTwo alternatives
Extole, ReferenceEdgeTen alternatives
Annex Cloud, Antavo, Base.ai, Friendbuy, GaggleAMP, Heyoo.ai, Mention Me, SaaSquatch, Salesforce Loyalty Management, impact.com AdvocateThree alternatives
Open Loyalty, Referral Rock, Talon.OneFour alternatives
Annex Cloud, Bubblehouse, Friendbuy, ReactorCXPerplexity SonarCustomerGauge, Open LoyaltyBase.aiChangedAnnex Cloudagainst: Smile.ioOpen Loyaltyno first choiceagainst: Blackhawk Network, Incomm, Loopy Loyalty, LoyaltyLion, Loyoly, Oracle CrowdTwist, SAP Emarsys, Smile.io, Yotpo Loyalty & Referrals, Zoho CRM
Four alternatives
Fielo, Maritz, Talon.One, VoucherifyFour alternatives
Extole, Influitive AdvocateHub, Point of Reference, ReferenceEdgeEleven alternatives
Antavo, Arvato, Comarch Loyalty Management, Kobie, LoyaltyLion, Open Loyalty, Oracle CrowdTwist, Salesforce Loyalty Management, Talon.One, Voucherify, Yotpo Loyalty & ReferralsFour alternatives
Comarch Loyalty Management, SAP Emarsys, Talon.One, White Label LoyaltyGrok 4.20Open LoyaltyInfluitive AdvocateHubChangedno first choiceagainst: Oracle CrowdTwist, Salesforce Loyalty ManagementPreferred Patron Loyalty, Smile.ioagainst: Annex Cloud, Extole, Open Loyalty, ReferralCandy, Salesforce Loyalty Managementno first choiceagainst: Ambassador, Annex Cloud, Antavo, Comarch Loyalty Management, Extole, Friendbuy, GrowSurf, Influitive AdvocateHub, LoyaltyLion, Referral Rock, ReferralCandy, Yotpo Loyalty & Referrals
Four alternatives
Ambassador, Extole, Influitive AdvocateHub, Salesforce Loyalty ManagementFour alternatives
Base.ai, Extole, Higher Logic, Referral RockTwo alternatives
Referral Rock, TalkableMistral SmallPartnerStack, Salesforce Loyalty ManagementExtoleChangedTalon.OneAnnex Cloud, Talon.Oneno first choiceagainst: Fleetcor, Grubhub, Marriott Bonvoy, UberOne, Upside Services
Five alternatives
Ambassador, Extole, Open Loyalty, Talon.One, impact.com AdvocateThree alternatives
Ambassador, Influitive AdvocateHub, ReferenceEdgeThirteen alternatives
Annex Cloud, Antavo, Enable3, Extole, Influitive AdvocateHub, Mention Me, NextBee, Open Loyalty, Oracle CrowdTwist, Referral Rock, SAP Emarsys, Salesforce Loyalty Management, VoucherifyThree alternatives
Extole, Oracle CrowdTwist, ZinreloDeepSeek V4 FlashAnnex Cloudagainst: Extole, Smile.io, Yotpo Loyalty & ReferralsInfluitive AdvocateHubChangedagainst: ExtoleExtole, Influitive AdvocateHub, Talon.Oneagainst: Referral Factory, ReferralCandyPreferred Patronagainst: Annex Cloud, Antavo, LoyaltyLion, Open Loyalty, ReferralCandy, Yotpo Loyalty & Referralsno first choiceagainst: Ambassador, Buyapowa, Friendbuy, GrowSurf, Kangaroo Rewards, LoyaltyLion, Mention Me, ReferralCandy, Smile.io, Talkable, Viral Loops, Yotpo Loyalty & Referrals
Seven alternatives
Apex Loyalty, Cello, CustomerGauge, Open Loyalty, PartnerStack, Salesforce Loyalty Management, Talon.OneFour alternatives
Ambassify, Referral Rock, SlapFive, impact.com AdvocateThirteen alternatives
Ambassador, Annex Cloud, Antavo, Birdeye, Friendbuy, Loyalty Juggernaut, Mention Me, NextBee, ReferenceEdge, SlapFive, Talkable, UserEvidence, Yotpo Loyalty & ReferralsFour alternatives
Extole, Salesforce Loyalty Management, Talon.One, VoucherifyLlama 4 MaverickExtoleExtoleHeldno first choiceno first choiceTalon.Oneagainst: Fivestars, Influitive AdvocateHub, LoyaltyLion, ReferralCandy, Smile.io, Viral Loops
One alternative
CustomerGaugeFive alternatives
Base.ai, Higher Logic, Influitive AdvocateHub, ReferenceEdge, Upland RO InnovationQwen 3.7 FlashOpen Loyalty, Talon.OneAmbassadorChangedExtole, Influitive AdvocateHub, Talon.OneTalkableagainst: Friendbuy, Yotpo Loyalty & Referralsno first choiceagainst: Azpiral, Influitive AdvocateHub
Five alternatives
Apex Loyalty, Extole, Maritz, Salesforce Loyalty Management, VoucherifyTwo alternatives
Exponential, WelcomeFive alternatives
Ambassador, Open Loyalty, SlapFive, Voucherify, Yotpo Loyalty & ReferralsOne alternative
ExtoleKimi K2Influitive AdvocateHubagainst: Salesforce Loyalty ManagementBase.ai, Influitive AdvocateHubChangedAmbassador, Annex Cloud, Antavo, Extole, Higher Logic, Influitive AdvocateHub, Open Loyalty, SlapFive, Talon.One, Yotpo Loyalty & Referralsagainst: Birdeye, GrowSurf, Referral FactoryBuyapowaagainst: Extole, LoyaltyLion, Open Loyalty, ReferralCandy, Yotpo Loyalty & Referralsno first choiceagainst: Annex Cloud, Bazaarvoice, Epsilon PeopleCloud Loyalty, LoyaltyLion, Marigold Loyalty, Oracle CrowdTwist, PowerReviews
Three alternatives
Apex Loyalty, Extole, Open LoyaltyTwo alternatives
Higher Logic, Upland RO InnovationSix alternatives
Exchange Solutions, LoyaltyLion, NextBee, Oracle CrowdTwist, Salesforce Loyalty Management, VoucherifyTwo alternatives
Preferred Patron, Referral RockGLM 4.7 FlashXReferral RockBase.aiChangedimpact.com AdvocateVoucherifyno first choiceagainst: Buyapowa, ReferralCandy, Yotpo Loyalty & Referrals
Four alternatives
Brandmovers, Extole, GrowSurf, Salesforce Loyalty ManagementThree alternatives
Extole, Influitive AdvocateHub, Upland RO InnovationNineteen alternatives
Antavo, Base.ai, Extole, Friendbuy, Higher Logic, Influitive AdvocateHub, LoyaltyLion, ReferenceEdge, Referral Factory, Referral Rock, Rivo, SaaSquatch, Smile.io, Talon.One, Upland RO Innovation, UserEvidence, Viral Loops, Voucherify, Yotpo Loyalty & ReferralsThree alternatives
Annex Cloud, Capillary, Talon.OneMiniMax M2.5Open LoyaltyExtoleChangedno first choiceExtole, Talkableagainst: GrowSurf, ReferralCandy, Viral Loopsno first choiceagainst: Influitive AdvocateHub, LoyaltyLion, ReferralCandy, Smile.io
Three alternatives
Ambassador, Comarch Loyalty Management, Marsden LoyaltyOne alternative
Influitive AdvocateHubTwo alternatives
Open Loyalty, Referral FactoryBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:57 | yes | 16 | 11 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:36 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:42 | yes | 26 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 03:15 | yes | 15 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:19 | yes | 0 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:27 | yes | 0 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:18 | yes | 0 | 39 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 22:55 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:42 | yes | 0 | 52 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:29 | yes | 0 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:25 | yes | 0 | 65 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:13 | yes | 0 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:36 | yes | 8 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:37 | yes | 5 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:24 | yes | 7 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 00:47 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:06 | yes | 0 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:33 | yes | 0 | 10 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:25 | yes | 0 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:53 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:25 | no | 0 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:15 | yes | 0 | 44 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:53 | yes | 0 | 103 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:47 | yes | 0 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:43 | yes | 15 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:50 | yes | 8 | 13 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:48 | yes | 25 | 34 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 03:41 | yes | 20 | 12 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:12 | yes | 0 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 22:58 | yes | 0 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:21 | yes | 0 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:34 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 05:03 | yes | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:57 | yes | 0 | 87 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:43 | yes | 0 | 29 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:25 | yes | 0 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:30 | yes | 12 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:00 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:36 | yes | 23 | 30 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 04:59 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:45 | yes | 0 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:07 | yes | 0 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:55 | yes | 0 | 61 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 22:56 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:58 | yes | 0 | 40 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:36 | yes | 0 | 38 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:37 | yes | 0 | 205 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:54 | yes | 0 | 64 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 22:59 | yes | 17 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:09 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:58 | yes | 8 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 01:44 | yes | 20 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:54 | yes | 0 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:24 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:04 | yes | 0 | 81 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:56 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:01 | no | 0 | 42 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:04 | no | 0 | 83 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:27 | yes | 0 | 73 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:04 | yes | 0 | 33 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:40 | yes | 17 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:01 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:09 | yes | 13 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 03:53 | yes | 17 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:34 | yes | 0 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:27 | yes | 0 | 13 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:10 | yes | 0 | 80 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 05:06 | yes | 0 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:52 | yes | 0 | 63 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:27 | yes | 0 | 85 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:16 | yes | 0 | 46 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:24 | yes | 0 | 24 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Comarch read as Comarch Loyalty Management
Comarch Loyalty read as Comarch Loyalty Management
Comarch Loyalty Marketing read as Comarch Loyalty Management
Impact (impact.com) read as impact.com Advocate
Impact.com read as impact.com Advocate
Impact.com (SaaSquatch) read as impact.com Advocate
Influitive read as Influitive AdvocateHub
Influitive (AdvocateHub) read as Influitive AdvocateHub
Salesforce read as Salesforce Loyalty Management
Yotpo read as Yotpo Loyalty & Referrals
Yotpo (Referral module) read as Yotpo Loyalty & Referrals
Yotpo Loyalty read as Yotpo Loyalty & Referrals
impact.com read as impact.com Advocate
Unresolved, counted raw
Azpiral
Blackhawk Network
Epsilon PeopleCloud Loyalty
Exponential
Fielo
Fleetcor
Grubhub
Incomm
Marriott Bonvoy
Marsden Loyalty
Oracle CrowdTwist Loyalty
Perx
Rybbon/Blackhawk
SAP Customer Loyalty Management
SocialHP
TINT/Vesta
UberOne
Upside Services
Discontinued, still offered
No shut-down product was recommended here.