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. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
29%
Contested · Annex Cloud 12%
29Influitive AdvocateHub12Annex Cloud08Open Loyalty51others
29% 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 six 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.
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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17Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Influitive AdvocateHub29%
Influitive AdvocateHub29%02Annex Cloud12%
Annex Cloud12%03Talon.One8%
Talon.One8%04Open Loyalty8%
Open Loyalty8%05Friendbuy6%
Friendbuy6%06Extole4%
Extole4%07Ambassador4%
Ambassador4%08Voucherify4%
Voucherify4%09Referral Rock4%
Referral Rock4%10Comarch Loyalty Management2%
Comarch Loyalty Management2%11Antavo2%
Antavo2%12ReferenceEdge0%
13Salesforce Loyalty Management0%
Salesforce Loyalty Management0%14LoyaltyLion0%
LoyaltyLion0%15Smile.io0%
Smile.io0%16Yotpo Loyalty & Referrals0%
Yotpo Loyalty & Referrals0%17ReferralCandy0%
ReferralCandy0%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 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.
Yotpo Loyalty & Referrals62%
15 of 24 labels negative · 11 of 12 models · 9 hard negative
“standard e-commerce or small business tools (like ReferralCandy or Yotpo) will likely fail to meet the necessary security, scalability, and administrative requirements” Qwen 3.7 Flash, paraphrase prompt
ReferralCandy78%
14 of 18 labels negative · 10 of 12 models · 10 hard negative
“standard e-commerce or small business tools (like ReferralCandy or Yotpo) will likely fail to meet the necessary security, scalability, and administrative requirements” Qwen 3.7 Flash, paraphrase prompt
Smile.io65%
11 of 17 labels negative · 10 of 12 models · 7 hard negative
“Loyalty Platforms to Avoid or Approach Cautiously:** - **Smile.io, LoyaltyLion, Growave**: Primarily built for SMBs” Grok 4.20, negative prompt
LoyaltyLion60%
9 of 15 labels negative · 8 of 12 models · 7 hard negative
“**Smile.io, LoyaltyLion, Growave**: Primarily built for SMBs and mid-market e-commerce” Grok 4.20, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
76 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 1199 links across 282 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Open Loyalty52 answers · 114 citations · 11 models
vendor site · Voucherify40 answers · 58 citations · 12 models
vendor site · Guideflow30 answers · 37 citations · 11 models
25 answers · 45 citations · 12 models
25 answers · 43 citations · 11 models
19 answers · 23 citations · 9 models
16 answers · 18 citations · 9 models
vendor site · Extole15 answers · 21 citations · 10 models
15 answers · 19 citations · 7 models
vendor site · HubSpot15 answers · 15 citations · 12 models
vendor site · checkthat.ai14 answers · 19 citations · 8 models
vendor site · Exchange Solutions14 answers · 16 citations · 7 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.
33 answers · 10 models
26 answers · 11 models
23 answers · 10 models
19 answers · 10 models
17 answers · 9 models
16 answers · 9 models
15 answers · 12 models
13 answers · 9 models
12 answers · 7 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 |
|---|---|---|---|---|---|---|---|---|
| Influitive AdvocateHub influitive.com | 29% | 86 | 10 | 0 | 4,094 | |||
| Annex Cloud annexcloud.com | 12% | 50 | 260 | 2 | 2,604 | 4 | ||
| Talon.One talon.one | 8% | 33 | 1,000 | 1 | 18,382 | $291 | 17 | |
| Open Loyalty openloyalty.io | 8% | 46 | 170 | 7 | 30,015 | 1 | ||
| Friendbuy friendbuy.com | 6% | 125 | 480 | 1 | 1,138 | 9 | ||
| Extole extole.com | 4% | 120 | 880 | 476 | 8,207 | 13 | ||
| Ambassador getambassador.com | 4% | 98 | 74,000 | 40,688 | 572 | 0 | ||
| Voucherify voucherify.io | 4% | 26 | 390 | 3 | 15,008 | |||
| Referral Rock referralrock.com | 4% | 191 | 720 | 10 | 18,599 | 1 | ||
| GrowSurf growsurf.com | 4% | 90 | 260 | 0 | 2,078 | 0 | 2 |
Google's top ten for the two searches hold 16 sites; 0 of them are among the sites the models cited here. 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 4.5Exchange SolutionsAmplifinity, ExtoleChangedOpen Loyaltyagainst: Annex CloudAnnex Cloud, Friendbuyno first choiceagainst: Extole, Friendbuy, Yotpo Loyalty & Referrals
Seven alternatives
Annex Cloud, Apex Loyalty, Extole, Influitive AdvocateHub, Maritz, Open Loyalty, Referral RockTwo alternatives
Base, EveryoneSocialThree alternatives
Bubblehouse, Buyapowa, ExtoleOne alternative
Referral RockGPT-5.4 miniAnnex Cloudagainst: Smile.io, Yotpo Loyalty & ReferralsInfluitive AdvocateHubChangedTalon.OneTalon.Oneno first choicenothing named
Four alternatives
Ambassador, Referral Factory, Talon.One, impact.comFour alternatives
Buyapowa, DSMN8, ERIN, OktopostEleven alternatives
Buyapowa, EveryoneSocial, Extole, Influitive AdvocateHub, Khoros, Poppulo, SAP Emarsys, SAP Engagement Cloud, Smile.io, Viral Nation_Empower, Yotpo Loyalty & ReferralsOne alternative
Smile.ioGemini 3.5 FlashInfluitive AdvocateHubInfluitive AdvocateHubHeldno first choiceagainst: Salesforce Loyalty ManagementTalon.Oneagainst: ReferralCandyno first choiceagainst: Growave, LoyaltyLion, ReferralCandy, Smile.io
Five alternatives
Champion, Extole, PartnerStack, Referral Rock, SaaSquatchFour alternatives
Base.ai, PartnerStack, SlapFive, impact.comSeven alternatives
Annex Cloud, Capillary, Extole, Friendbuy, GRAVTY, Influitive AdvocateHub, Talon.OneThree alternatives
Annex Cloud, Extole, FriendbuyPerplexity SonarOpen LoyaltyInfluitive AdvocateHubChangedOpen LoyaltyOpen Loyaltyagainst: Oracle CrowdTwist, Salesforce Loyalty Managementno first choiceagainst: Annex Cloud, Antavo, Capillary, Comarch Loyalty Management, LoyaltyLion, Loyalzoo, Loyverse POS, Open Loyalty, Oracle CrowdTwist, Smile.io, Talon.One, Yotpo Loyalty & Referrals
Three alternatives
Fielo, Influitive AdvocateHub, VoucherifyTwo alternatives
Base.ai, ReferenceEdgeSix alternatives
Antavo, Comarch Loyalty Management, Punchh, Salesforce Loyalty Management, Talon.One, VoucherifyTwo alternatives
Comarch Loyalty Management, KognitivGrok 4.20Ambassador, Annex Cloudagainst: Smile.ioInfluitive AdvocateHubChangedOpen Loyalty, Talon.Oneagainst: Salesforce Loyalty ManagementReferral Rockagainst: ReferralCandy, Yotpo Loyalty & Referralsno first choiceagainst: ReferralCandyagainst: Growave, Influitive AdvocateHub, Kangaroo, LoyaltyLion, ReferralCandy, SessionM, Smile.io, Viral Loops, Yotpo Loyalty & Referrals
Six alternatives
360insights, Antavo, Extole, Open Loyalty, SaaSquatch, Salesforce Loyalty ManagementThree alternatives
Ambassador, RO Innovation, ReferenceEdgeSix alternatives
Capillary, Comarch Loyalty Management, Extole, Oracle CrowdTwist, SaaSquatch, VoucherifyThree alternatives
Annex Cloud, LoyaltyLion, VoucherifyFive alternatives
Ambassador, Antavo, Extole, LoyaltyLion, ZinreloMistral SmallFriendbuy, GrowSurfInfluitive AdvocateHubChangedComarch Loyalty Management, Open LoyaltyReferral Rockagainst: Annex Cloud, Extole, Voucherifyno first choiceagainst: Growave, LoyaltyLion, ReferralCandy, Smile.io, Yotpo Loyalty & Referrals
Two alternatives
Bubblehouse, Comarch Loyalty ManagementFour alternatives
Extole, Higher Logic, ReferenceEdge, Upland RO InnovationFour alternatives
Extole, Parliament, Referral Rock, SociabbleDeepSeek V4 FlashOpen LoyaltyInfluitive AdvocateHubChangedCapillary, KobieTalkableagainst: Antavo, Extole, LoyaltyLion, ReferralCandy, Yotpo Loyalty & ReferralsTalon.Oneagainst: Antavoagainst: Growave, Kangaroo, LoyaltyLion, ReferralCandy, Smile.io, Viral Loops, Yotpo Loyalty & Referrals
Two alternatives
Ambassador, LoyaltyXpertOne alternative
ExtoleNine alternatives
Annex Cloud, Bond Brand Loyalty, Comarch Loyalty Management, Extole, Influitive AdvocateHub, Open Loyalty, ReferenceEdge, Talon.One, impact.comTwo alternatives
Friendbuy, Referral RockTwo alternatives
Mention Me, Referral SaaSquatchLlama 4 Maverickno first choiceno first choiceHeldExtoleVoucherifyno first choiceagainst: Friendbuy, Kangaroo, ReferralCandy, Smile.io, TrueLoyal, Viral Loops, Yotpo Loyalty & Referrals
Two alternatives
Friendbuy, PerkvilleTwo alternatives
Ambassador, Annex CloudQwen 3.7 FlashInfluitive AdvocateHubInfluitive AdvocateHubHeldagainst: ReferralCandy, Yotpo Loyalty & ReferralsInfluitive AdvocateHubGrowSurfno first choiceagainst: Advocate Hub, Friendbuy, Growave, Influitive AdvocateHub, LoyaltyLion, Smile.io, Yotpo Loyalty & Referrals
Four alternatives
Ambassador, Impartner, Salesforce PRM, ZINFITwo alternatives
Ambassador, IncentivFour alternatives
Annex Cloud, Extole, Talkable, Talon.OneThree alternatives
LoyaltyLion, Rewardful, Yotpo Loyalty & ReferralsKimi K2Influitive AdvocateHubAmbassador, Influitive AdvocateHubChangedagainst: ReferralCandyExtole, Influitive AdvocateHub, Talon.OneComarch Loyalty Managementagainst: Annex Cloud, Antavo, Extole, Open Loyalty, Yotpo Loyalty & Referralsno first choiceagainst: Annex Cloud, Friendbuy, Influitive AdvocateHub, LoyaltyLion, SaaSquatch, Smile.io, Yotpo Loyalty & Referrals
Three alternatives
Comarch Loyalty Management, Referral Rock, Salesforce Loyalty ManagementOne alternative
ReferenceEdgeNine alternatives
Ambassador, Buyapowa, Comarch Loyalty Management, Mention Me, Open Loyalty, SaaSquatch, SlapFive, UserEvidence, VoucherifyTwo alternatives
Talon.One, VoucherifyGLM 4.7 FlashXAnnex CloudInfluitive AdvocateHubChangedExtole, Influitive AdvocateHub, Open Loyalty, Talon.OnePreferred Patron, Voucherifyno first choiceagainst: ReferralCandy, Yotpo Loyalty & Referrals
Five alternatives
Brandmovers, Cello, Maritz, Open Loyalty, Salesforce Loyalty ManagementThree alternatives
Ambassador, Orca Customer Marketing, Referral FactoryOne alternative
Annex CloudThree alternatives
Extole, Open Loyalty, Yotpo Loyalty & ReferralsMiniMax M2.5no first choiceInfluitive AdvocateHubChangedAmbassadorAnnex Cloud, Friendbuyagainst: Comarch Loyalty Management, ReferralCandy, SAPno first choicenothing named
Six alternatives
Annex Cloud, Capillary, Influitive AdvocateHub, Open Loyalty, Referral Rock, VoucherifyTwo alternatives
Extole, ReferenceEdgeFive alternatives
Influitive AdvocateHub, LoyaltyLion, ReferralCandy, Smile.io, Yotpo Loyalty & ReferralsFour alternatives
Preferred Patron, Referral Rock, Talon.One, VoucherifyBold 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
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 | 2026-10-01 12:59 | yes | 15 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:51 | yes | 6 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:09 | yes | 19 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 13:11 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:09 | yes | 23 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:47 | yes | 12 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:27 | yes | 24 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:11 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:52 | yes | 15 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:51 | yes | 19 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:11 | yes | 19 | 112 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:56 | yes | 15 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 14:05 | yes | 18 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:17 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:05 | yes | 28 | 30 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:24 | yes | 16 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:19 | yes | 24 | 13 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:22 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:44 | yes | 23 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:06 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:59 | no | 0 | 41 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:14 | yes | 13 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:26 | yes | 14 | 74 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:05 | yes | 14 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:35 | yes | 19 | 14 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:55 | yes | 8 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:01 | yes | 22 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:55 | yes | 19 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:18 | yes | 22 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:19 | yes | 15 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:41 | yes | 25 | 57 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:41 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:09 | yes | 9 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:08 | yes | 23 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:27 | yes | 20 | 47 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:52 | yes | 23 | 41 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:30 | yes | 18 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:22 | yes | 5 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:57 | yes | 20 | 36 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 14:11 | yes | 19 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:43 | yes | 16 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:56 | yes | 9 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:41 | yes | 21 | 42 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:23 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:56 | no | 0 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:04 | yes | 24 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:25 | yes | 21 | 61 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:48 | yes | 17 | 45 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:37 | yes | 27 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:32 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:55 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:55 | yes | 19 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:12 | no | 0 | 6 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:15 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:52 | yes | 25 | 59 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:42 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:48 | yes | 10 | 41 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:34 | yes | 24 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:48 | yes | 14 | 30 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:29 | no | 0 | 9 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:50 | yes | 18 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:33 | yes | 0 | 10 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:07 | yes | 16 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:42 | yes | 19 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:23 | yes | 25 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:02 | yes | 7 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:01 | yes | 24 | 90 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:04 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:26 | yes | 24 | 67 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:22 | yes | 25 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:03 | yes | 25 | 151 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:40 | yes | 24 | 59 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
Influitive read as Influitive AdvocateHub
Influitive (AdvocateHub) read as Influitive AdvocateHub
Yotpo read as Yotpo Loyalty & Referrals
Yotpo (Loyalty components) read as Yotpo Loyalty & Referrals
Yotpo Loyalty read as Yotpo Loyalty & Referrals
Unresolved, counted raw
Advocate Hub
BLOYL
Bond Brand Loyalty (Synapze LX)
Fielo
GRAVTY (by Loyalty Juggernaut)
Incentiv
Loiale
Memberply
Orca Customer Marketing
Perkville
Perx Technology
Referral SaaSquatch
SAP
Salesforce Loyalty Management with B2B Referral Management
Snoball
Sprad.io
Viral Nation_Empower
Discontinued, still offered
No shut-down product was recommended here.