Index › Marketing › Loyalty › Enterprise › September 2026 Edition

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

Influitive

Contested

15% of first choices, contested.

ShowinginAll 73 categories in the September 2026 Edition →

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

Small business

Smile.io33%ContestedStanding →Mid-market

Smile.io24%ContestedStanding →Enterprise

Influitive15%ContestedThis page

01The 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

Influitive15%27accepted challenger

Extole12%41accepted challenger

Open Loyalty10%30accepted challenger

Talon.One0%31accepted challenger

Annex Cloud22%18accepted challenger

Voucherify0%17accepted challenger

Talkable18%11accepted challenger

Ambassador11%19accepted challenger

Salesforce Loyalty Management19%16accepted challenger

Referral Rock8%12accepted challenger

Buyapowa30%10criticized challenger

Smile.io73%11criticized challenger

Show the six products at 0%, ordered by negative rate

ReferralCandy80%15criticized challenger

LoyaltyLion67%15criticized challenger

Yotpo43%14criticized challenger

Friendbuy20%15accepted challenger

Antavo11%18accepted challenger

Mention Me10%10accepted challenger

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Head to head

Smile.io vs Referral Rock Smile.io vs Influitive Referral Rock vs Influitive

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 →

Accepted challengerEndorsed leader

0%First-choice share → · lines at 30% share and 25% negative30%

Key

Influitive15%

Extole13%

Open Loyalty13%

Talon.One9%

Annex Cloud9%

Voucherify4%

Talkable4%

Ambassador2%

Salesforce Loyalty Management2%

Referral Rock2%

Buyapowa2%

Smile.io2%

Antavo0%

Friendbuy0%

Mention Me0%

Yotpo0%

LoyaltyLion0%

ReferralCandy0%

02What 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 4.1 Fast, 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.

ReferralCandy

80%

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

LoyaltyLion

67%

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

Smile.io

73%

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

Yotpo

43%

6 of 14 labels negative · 5 of 12 models · 3 hard negative

“Risk level: HIGH — vendor instability and product sun-setting ... avoid platforms with product-sunsetting histories (Yotpo)” DeepSeek V4 Flash, negative prompt

03What they cite

Citations exist only for the models that return a source list: four of the twelve in this edition, and all six flagship models on the expanded tier.

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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 219 links across 100 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.

openloyalty.io

vendor site · Open Loyalty10 answers · 18 citations · 2 models

yotpo.com

vendor site · Yotpo6 answers · 6 citations · 3 models

talon.one

5 answers · 8 citations · 2 models

voucherify.io

vendor site · Voucherify5 answers · 8 citations · 2 models

customergauge.com

vendor site · CustomerGauge5 answers · 6 citations · 2 models

directiveconsulting.com

5 answers · 5 citations · 2 models

whitelabel-loyalty.com

4 answers · 5 citations · 1 model

gartner.com

vendor site · Gartner4 answers · 4 citations · 2 models

loyaltymethods.com

4 answers · 4 citations · 2 models

neoday.com

4 answers · 4 citations · 2 models

smile.io

vendor site · Smile.io4 answers · 4 citations · 2 models

g2.com

3 answers · 7 citations · 1 model

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.

directiveconsulting.com/blog/blog-b2b-loyalty-program-software

5 answers · 2 models

openloyalty.io/insider/best-loyalty-software-comparison-guide

5 answers · 2 models

voucherify.io/blog/best-enterprise-loyalty-software

5 answers · 2 models

neoday.com/blog/best-customer-loyalty-platforms-2026

4 answers · 2 models

openloyalty.io/insider/rewards-program-software

4 answers · 1 model

talon.one/blog/best-loyalty-program-software

4 answers · 2 models

blog.hubspot.com/service/customer-advocacy-platforms

3 answers · 2 models

customergauge.com/blog/b2b-referral-software

3 answers · 2 models

customergauge.com/blog/customer-loyalty-software

3 answers · 2 models

devglan.com/guest-post/15-best-enterprise-loyalty-software-in-2026

3 answers · 1 model

04How 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.

ModelDirect“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 4.5CustomerGauge

Four alternatives

Antavo, Kademi, PartnerStack, Salesforce Loyalty Management

InfluitiveChanged

Two alternatives

Base, Extole

Open Loyalty

Six alternatives

Annex Cloud, Antavo, Bubblehouse, Salesforce Loyalty Management, Talkable, Talon.One

Open Loyalty

Two alternatives

Friendbuy, SaaSquatch

no first choicenothing named

GPT-5.4 miniAnnex Cloud

Three alternatives

Referral Factory, Talon.One, impact.com

InfluitiveChanged

One alternative

PostBeyond

Annex Cloud

Four alternatives

Comarch Loyalty Marketing / Loyalty Cloud, Friendbuy, Talon.One, Yotpo Loyalty & Referrals

Referral Factory

Two alternatives

Preferred Patron Loyalty, Tada

no first choiceagainst: Buyapowa, LoyaltyLion, Okendo, Referral Factory, ReferralCandy, Smile.io, Talkable

Gemini 3.5 FlashAnnex Cloud

Three alternatives

Extole, Influitive, PartnerStack

Base, InfluitiveChanged

Two alternatives

Extole, ReferenceEdge

Capillary, Extole, Influitive, Talon.One

Ten alternatives

Annex Cloud, Antavo, Base.ai, Friendbuy, GaggleAMP, Heyoo.ai, Mention Me, SaaSquatch, Salesforce Loyalty Management, impact.com

Voucherify

Three alternatives

Open Loyalty, Referral Rock, Talon.One

Extole, Talon.One

Three alternatives

Annex Cloud / ReactorCX, Bubblehouse, Friendbuy

against: Growave, LoyaltyLion, ReferralCandy, Smile.io

Perplexity SonarCustomerGauge, Open Loyalty

Four alternatives

Fielo, Maritz, Talon.One, Voucherify

Base.aiChanged

Four alternatives

Extole, Influitive, Point of Reference, ReferenceEdge

Annex Cloud

Eleven alternatives

Antavo, Arvato, Comarch, Kobie, LoyaltyLion, Open Loyalty, Oracle CrowdTwist, Salesforce Loyalty Management, Talon.One, Voucherify, Yotpo

against: Smile.ioOpen Loyalty

Four alternatives

Comarch Loyalty, SAP Emarsys, Talon.One, White Label Loyalty

no first choiceagainst: Blackhawk Network, Incomm, Loopy Loyalty, LoyaltyLion, Loyoly, Oracle CrowdTwist, SAP Emarsys, Smile.io, Yotpo Loyalty, Zoho CRM

Grok 4.1 FastOpen Loyalty

Four alternatives

Ambassador, Extole, Influitive, Salesforce Loyalty Management

InfluitiveChanged

Four alternatives

Base.ai, Extole, Higher Logic, Referral Rock

no first choiceagainst: Oracle CrowdTwist, Salesforce Loyalty ManagementPreferred Patron Loyalty, Smile.io

Two alternatives

Referral Rock, Talkable

against: Annex Cloud, Extole, Open Loyalty, ReferralCandy, Salesforce Loyalty Managementno first choiceagainst: Ambassador, Annex Cloud, Antavo, Comarch, Extole, Friendbuy, GrowSurf, Influitive, LoyaltyLion, Referral Rock, ReferralCandy, Yotpo

Mistral SmallPartnerStack, Salesforce Loyalty Management

Five alternatives

Ambassador, Extole, Open Loyalty, Talon.One, impact.com

ExtoleChanged

Three alternatives

Ambassador, Influitive, ReferenceEdge

Talon.One

Thirteen alternatives

Annex Cloud, Antavo, Enable3, Extole, Influitive AdvocateHub, Mention Me, NextBee, Open Loyalty, Oracle CrowdTwist, Referral Rock, SAP Emarsys, Salesforce Loyalty Management, Voucherify

Annex Cloud, Talon.One

Three alternatives

Extole, Oracle CrowdTwist, Zinrelo

no first choiceagainst: Fleetcor, Grubhub, Marriott Bonvoy, UberOne, Upside Services

DeepSeek V4 FlashAnnex Cloud

Seven alternatives

Apex Loyalty, Cello, CustomerGauge, Open Loyalty, PartnerStack, Salesforce Loyalty Management, Talon.One

against: Extole, Smile.io, YotpoInfluitiveChanged

Four alternatives

Ambassify, Referral Rock, SlapFive, impact.com

against: ExtoleExtole, Influitive, Talon.One

Thirteen alternatives

Ambassador, Annex Cloud, Antavo, Birdeye, Friendbuy, Loyalty Juggernaut, Mention Me, NextBee, ReferenceEdge, SlapFive, Talkable, UserEvidence, Yotpo

against: Referral Factory, ReferralCandyPreferred Patron

Four alternatives

Extole, Salesforce Loyalty Management, Talon.One, Voucherify

against: Annex Cloud, Antavo, LoyaltyLion, Open Loyalty, ReferralCandy, Yotpo Loyaltyno first choiceagainst: Ambassador, Buyapowa, Friendbuy, GrowSurf, Kangaroo Rewards, LoyaltyLion, Mention Me, ReferralCandy, Smile.io, Talkable, Viral Loops, Yotpo

Llama 4 MaverickExtole

One alternative

CustomerGauge

ExtoleHeld

Five alternatives

Base.ai, Higher Logic, Influitive, ReferenceEdge, Upland RO Innovation

no first choiceno first choiceTalon.Oneagainst: Fivestars, Influitive, LoyaltyLion, ReferralCandy, Smile.io, Viral Loops

Qwen 3.7 FlashOpen Loyalty, Talon.One

Five alternatives

Apex Loyalty, Extole, Maritz, Salesforce Loyalty Management, Voucherify

AmbassadorChanged

Two alternatives

Exponential, Welcome

Extole, Influitive, Talon.One

Five alternatives

Ambassador, Open Loyalty, SlapFive, Voucherify, Yotpo

Talkable

One alternative

Extole

against: Friendbuy, Yotpono first choiceagainst: Azpiral, Influitive

Kimi K2Influitive

Three alternatives

Apex Loyalty, Extole, Open Loyalty

against: Salesforce Loyalty ManagementBase.ai, InfluitiveChanged

Two alternatives

Higher Logic, Upland RO Innovation

Ambassador, Annex Cloud, Antavo, Extole, Higher Logic, Influitive, Open Loyalty, SlapFive, Talon.One, Yotpo

Six alternatives

Exchange Solutions, LoyaltyLion, NextBee, Oracle CrowdTwist, Salesforce Loyalty Management, Voucherify

against: Birdeye, GrowSurf, Referral FactoryBuyapowa

Two alternatives

Preferred Patron, Referral Rock

against: Extole, LoyaltyLion, Open Loyalty, ReferralCandy, Yotpono first choiceagainst: Annex Cloud, Bazaarvoice, Epsilon PeopleCloud Loyalty, LoyaltyLion, Marigold Loyalty, Oracle CrowdTwist, PowerReviews

GLM 4.7 FlashXReferral Rock

Four alternatives

Brandmovers, Extole, GrowSurf, Salesforce Loyalty Management

Base.aiChanged

Three alternatives

Extole, Influitive, Upland RO Innovation

impact.com

Nineteen alternatives

Antavo, Base.ai, Extole, Friendbuy, Higher Logic, Influitive, LoyaltyLion, ReferenceEdge, Referral Factory, Referral Rock, Rivo, SaaSquatch, Smile.io, Talon.One, Upland RO Innovation, UserEvidence, Viral Loops, Voucherify, Yotpo Loyalty

Voucherify

Three alternatives

Annex Cloud, Capillary, Talon.One

no first choiceagainst: Buyapowa, ReferralCandy, Yotpo

MiniMax M2.5Open Loyalty

Three alternatives

Ambassador, Comarch Loyalty Marketing, Marsden Loyalty

ExtoleChanged

One alternative

Influitive

no first choiceExtole, Talkable

Two alternatives

Open Loyalty, Referral Factory

against: GrowSurf, ReferralCandy, Viral Loopsno first choiceagainst: Influitive, LoyaltyLion, ReferralCandy, Smile.io

Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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`	2026-09-15 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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	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.

Category-scoped readings

Salesforce read as Salesforce Loyalty Management

Unresolved, counted raw

Ambassify

Annex Cloud / ReactorCX

Azpiral

Blackhawk Network

Comarch Loyalty

Comarch Loyalty Management

Comarch Loyalty Marketing

Comarch Loyalty Marketing / Loyalty Cloud

Epsilon Loyalty / SessionM

Epsilon PeopleCloud Loyalty

Exchange Solutions

Exponential

Fielo

Fleetcor

Grubhub

Heyoo.ai

Incomm

Marriott Bonvoy

Marsden Loyalty

Oracle CrowdTwist Loyalty

Perx

ReactorCX

Rybbon/Blackhawk

SAP Customer Loyalty Management

SocialHP

TINT/Vesta

Tada

UberOne

Upside Services

Discontinued, still offered

No shut-down product was recommended here.

Loyalty, advocacy and referrals for enterprise buyers

By buyer segment

01The standing

Recommended versus criticized

02What they warned about

03What they cite

Sites the answers cite

Pages the answers cite

04How they answered

05The record

Normalization in this category

Also in marketing