Index › Partner and channel › Referrals › Enterprise › September 2026 Edition

Referral and partner programs for enterprise buyers

Asked as “referral program software”, and as “partner ecosystem and referral tracking tool”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.

Standing

Ambassador

Contested

18% 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

Referral Rock17%ContestedStanding →Mid-market

PartnerStack19%ContestedStanding →Enterprise

Ambassador18%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

Ambassador3%34accepted challenger

PartnerStack0%28accepted challenger

Extole16%38accepted challenger

Referral Rock17%18accepted challenger

Referral Factory35%20criticized challenger

Talkable10%21accepted challenger

impact.com7%14accepted challenger

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

ReferralCandy88%16criticized challenger

GrowSurf55%11criticized challenger

Friendbuy22%27accepted challenger

Mention Me0%14accepted challenger

Open Loyalty0%12accepted challenger

Buyapowa0%11accepted 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

PartnerStack vs Referral Rock PartnerStack vs ReferralCandy Referral Rock vs ReferralCandy

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

Ambassador18%

PartnerStack14%

Extole8%

Referral Rock6%

Referral Factory6%

Talkable4%

impact.com2%

Friendbuy0%

Mention Me0%

Open Loyalty0%

Buyapowa0%

GrowSurf0%

ReferralCandy0%

02What they warned about

Zero 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, Llama 4 Maverick, 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

88%

14 of 16 labels negative · 9 of 12 models · 4 hard negative

“Avoid: Revenue-share models (like ReferralCandy's success fees) if predictability is your priority” Kimi K2, budget prompt

Referral Factory

35%

7 of 20 labels negative · 6 of 12 models · 2 hard negative

“Large enterprises should avoid or be extremely cautious with: 1. Simple template-based tools (Referral Factory, basic-tier ReferralCandy)” Kimi K2, negative prompt

Extole

16%

6 of 38 labels negative · 5 of 12 models · 1 hard negative

“What to Avoid ... unpredictable total cost” DeepSeek V4 Flash, budget prompt

Friendbuy

22%

6 of 27 labels negative · 5 of 12 models

“**Friendbuy**: Strong A/B testing and e-commerce integrations, but pricing is steep ($299+/mo+), customization needs coding” Grok 4.1 Fast, 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

22 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. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 233 links across 96 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.

extole.com

vendor site · Extole11 answers · 12 citations · 3 models

openloyalty.io

vendor site · Open Loyalty8 answers · 8 citations · 2 models

referral-factory.com

7 answers · 11 citations · 2 models

tremendous.com

vendor site · Tremendous7 answers · 7 citations · 2 models

voucherify.io

vendor site · Voucherify6 answers · 6 citations · 2 models

cello.so

vendor site · Cello5 answers · 8 citations · 2 models

logicalcommander.com

5 answers · 6 citations · 2 models

referralrock.com

vendor site · Referral Rock5 answers · 5 citations · 2 models

reverbico.com

5 answers · 5 citations · 2 models

capterra.com

vendor site · Capterra4 answers · 5 citations · 2 models

mention-me.com

4 answers · 5 citations · 2 models

affise.com

vendor site · Affise4 answers · 4 citations · 2 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.

openloyalty.io/insider/best-referral-software

8 answers · 2 models

tremendous.com/blog/referral-marketing-tools

7 answers · 2 models

voucherify.io/blog/best-referral-management-software-review

6 answers · 2 models

extole.com/blog/retail-referral-software

5 answers · 2 models

referral-factory.com/

5 answers · 2 models

affise.com/blog/referral-software

4 answers · 2 models

capterra.com/referral-software

4 answers · 2 models

firstpromoter.com/blog/best-referral-marketing-software

4 answers · 1 model

logicalcommander.com/post/best-referral-program-software-1

4 answers · 1 model

referralrock.com/

4 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 referral program software for an enterprise B2B company?”Paraphrase“Which partner ecosystem and referral tracking tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade referral program tools and how do they differ?”Budget-constrained“What is the best referral program software 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 referral program software. What should we look at?”Negative“Which referral program tools should a large enterprise avoid or be cautious about?”

Claude Haiku 4.5Cello, PartnerStack

Two alternatives

Extole, Friendbuy

impact.comChanged

Two alternatives

PartnerStack, Salesforce PRM

Friendbuy

Three alternatives

Open Loyalty, SaaSquatch, Talkable

against: ExtoleTalkable

One alternative

Referral Factory

no first choiceagainst: Referral Factory, ReferralCandy

GPT-5.4 miniPartnerStack

Two alternatives

Extole, Friendbuy

Crossbeam, PartnerStackChangedExtole

Four alternatives

Annex Cloud, Mention Me, Talkable, impact.com

Extole

One alternative

Mention Me

against: ReferralCandyno first choicenothing named

Gemini 3.5 FlashPartnerStack

Four alternatives

Extole, GrowSurf, Introw, Referral Rock

ImpartnerChanged

Three alternatives

Crossbeam, PartnerStack, impact.com

no first choice

Six alternatives

Buyapowa, Extole, Friendbuy, Mention Me, SaaSquatch, Talkable

Extole

Four alternatives

Friendbuy, Open Loyalty, Referral Rock, Voucherify

against: ReferralCandyno first choiceagainst: AffiliateWP, FirstPromoter, ReferralCandy, Rewardful, UpViral, Viral Loops

Perplexity SonarAmbassador

Four alternatives

CustomerGauge, Influitive, PartnerStack, impact.com

ImpartnerChanged

One alternative

PartnerStack

no first choiceVoucherify

One alternative

Open Loyalty

against: Annex Cloud, Referral Factoryno first choiceagainst: KickoffLabs, LoyaltyLion, Referral Factory, ReferralCandy, Yotpo

Grok 4.1 FastAmbassador, Influitive

Two alternatives

Extole, PartnerStack

against: Referral Rock, impact.comImpartner PRMChanged

Three alternatives

PartnerStack, Salesforce PRM, impact.com

Extole

Four alternatives

Ambassador, Friendbuy, Talkable, impact.com

Referral Rock

Two alternatives

Referral Factory, Talkable

against: Extole, GrowSurf, ReferralCandy, SaaSquatchERIN

Four alternatives

Extole, PartnerStack, Referral Factory, Referral Rock

against: Friendbuy, GrowSurf, Referral Factory, ReferralCandy, Talkable, Yotpo

Mistral SmallPartnerStack

Three alternatives

Ambassador, GrowSurf, impact.com

against: ExtoleImpartner PRM, Salesforce PRMChanged

Three alternatives

Ambassador, PartnerStack, ZINFI Unified Partner Management

Extole

Five alternatives

Ambassador, Friendbuy, Open Loyalty, Referral Rock, Talkable

Talkable

Two alternatives

Referral Factory, Referral Rock

against: Friendbuy, ReferralCandyExtole

Four alternatives

Cello, GrowSurf, PartnerStack, SaaSquatch

nothing named

DeepSeek V4 FlashAmbassador

Two alternatives

PartnerStack, impact.com

against: Referral Rock, ReferralCandy, RewardfulAmbassador, ImpartnerChanged

Two alternatives

Crossbeam, Salesforce PRM

against: Cello, Extole, Friendbuy, GrowSurf, Referral Rock, Rewardfulno first choiceReferral Factory

Two alternatives

Ambassador, Referral Rock

against: Extole, FirstPromoter, GrowSurf, ReferralCandy, Rewardful, Talkable, Viral LoopsPartnerStack

Three alternatives

Cello, Extole, Friendbuy

against: GrowSurf, Referral Factory, ReferralCandy, ReferralHero, Shopify-app widgets, Viral Loops

Llama 4 MaverickAmplifinity, CustomerGauge, Extole

Three alternatives

Friendbuy, Lootly, Talkable

PartnerStackChangedOpen Loyalty

Three alternatives

Ambassador, Buyapowa, Extole

no first choiceno first choiceagainst: Ambassador, Extole, Friendbuy

Qwen 3.7 FlashAmbassador

Five alternatives

AdvocateHub, CaptivateIQ, PartnerStack, Variable, impact.com

Salesforce PRMChanged

Two alternatives

Channelscaler, Impartner

Cello, Influitive, Talkable

Six alternatives

Buyapowa, Extole, Friendbuy, Mention Me, Reference Edge, SlapFive

against: Referral FactoryAmbassador

Three alternatives

Tapfiliate, UpPromote, impact.com

Ambassadornothing named

Kimi K2Referral Rock

Three alternatives

Ambassador, Amplifinity, Extole

Impartner PRMChanged

Four alternatives

Crossbeam, Salesforce PRM, WorkSpan, impact.com

Extole, Talkable

Five alternatives

Ambassador, Buyapowa, Friendbuy, Mention Me, Referral Rock

Referral Rock

Two alternatives

Referral Factory, Viral Loops

against: ReferralCandyno first choice

Four alternatives

Ambassador, Extole, PartnerStack, Referral Rock

against: Friendbuyagainst: Friendbuy, Lootly, Referral Factory, ReferralCandy, Superfiliate

GLM 4.7 FlashXAmbassador

Three alternatives

Amplifinity, CustomerGauge, Extole

against: Viral LoopsImpartnerChanged

Two alternatives

Everflow, PartnerStack

Ambassador, Extole

Five alternatives

Buyapowa, Friendbuy, Open Loyalty, PartnerStack, Rivo

Partnero, Referral Factory

Two alternatives

Ambassador, SaaSquatch

no first choicenothing named

MiniMax M2.5Ambassador, Influitive

Two alternatives

GrowSurf, Open Loyalty

Impartner, Salesforce PRMChanged

Four alternatives

Ambassador, Friendbuy, PartnerStack, Unifyr

no first choice

Eight alternatives

Ambassador, Annex Cloud, Buyapowa, Extole, Open Loyalty, PartnerStack, Referral Rock, Smile.io

Referral Factory

Two alternatives

Cello, Extole

against: GrowSurf, ReferralCandyno first choicenothing named

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`	2026-09-14 23:25	yes	7	15 s
Direct recommendation	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 05:05	yes	3	5 s
Direct recommendation	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 00:05	yes	23	28 s
Direct recommendation	Perplexity Sonar	`sonar`	2026-09-15 03:49	yes	20	6 s
Direct recommendation	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 04:26	yes	0	8 s
Direct recommendation	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 05:04	yes	0	11 s
Direct recommendation	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 03:43	yes	0	19 s
Direct recommendation	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 01:54	yes	0	2 s
Direct recommendation	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 05:05	no	0	32 s
Direct recommendation	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 01:53	yes	0	33 s
Direct recommendation	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 03:55	yes	0	83 s
Direct recommendation	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 02:57	yes	0	13 s
Paraphrase	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 02:14	yes	8	8 s
Paraphrase	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 04:10	yes	2	5 s
Paraphrase	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 04:03	yes	10	19 s
Paraphrase	Perplexity Sonar	`sonar`	2026-09-15 04:34	yes	20	5 s
Paraphrase	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 01:03	yes	0	11 s
Paraphrase	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 00:13	yes	0	11 s
Paraphrase	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 01:35	yes	0	25 s
Paraphrase	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 01:08	yes	0	2 s
Paraphrase	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 03:52	yes	0	42 s
Paraphrase	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 04:21	yes	0	28 s
Paraphrase	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 03:23	yes	0	15 s
Paraphrase	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 01:20	yes	0	14 s
Comparative	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 02:14	yes	18	14 s
Comparative	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 01:13	yes	6	7 s
Comparative	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 03:57	yes	27	31 s
Comparative	Perplexity Sonar	`sonar`	2026-09-15 01:39	yes	20	9 s
Comparative	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-14 23:20	yes	0	7 s
Comparative	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 03:22	yes	0	7 s
Comparative	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-15 00:31	yes	0	70 s
Comparative	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 02:40	yes	0	2 s
Comparative	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-14 23:25	yes	0	43 s
Comparative	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 04:05	yes	0	44 s
Comparative	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 02:34	yes	0	56 s
Comparative	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 00:23	yes	0	12 s
Budget constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 00:40	yes	14	9 s
Budget constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 02:06	yes	3	4 s
Budget constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 00:19	yes	30	27 s
Budget constrained	Perplexity Sonar	`sonar`	2026-09-15 02:26	yes	20	5 s
Budget constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 04:10	yes	0	9 s
Budget constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 02:47	yes	0	8 s
Budget constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-14 23:50	yes	0	47 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 00:56	no	0	41 s
Budget constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 03:31	yes	0	31 s
Budget constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-14 23:34	yes	0	20 s
Budget constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-14 23:53	yes	0	59 s
Scale constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 04:43	yes	32	16 s
Scale constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-14 23:33	no	0	10 s
Scale constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-14 23:43	no	0	17 s
Scale constrained	Perplexity Sonar	`sonar`	2026-09-14 23:41	yes	20	23 s
Scale constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 01:29	yes	0	7 s
Scale constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 04:39	yes	0	10 s
Scale constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-15 01:06	yes	0	59 s
Scale constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 01:32	yes	0	2 s
Scale constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-14 22:59	yes	0	50 s
Scale constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 01:32	yes	0	79 s
Scale constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 04:20	yes	0	33 s
Scale constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 02:45	yes	0	21 s
Negative framing	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 04:21	yes	15	10 s
Negative framing	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-14 23:21	yes	5	6 s
Negative framing	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 01:56	yes	24	27 s
Negative framing	Perplexity Sonar	`sonar`	2026-09-15 01:09	yes	20	6 s
Negative framing	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 03:38	yes	0	9 s
Negative framing	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 00:29	yes	0	7 s
Negative framing	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 05:03	yes	0	21 s
Negative framing	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 01:10	yes	0	3 s
Negative framing	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 03:10	no	0	43 s
Negative framing	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 02:13	yes	0	45 s
Negative framing	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 05:03	yes	0	49 s
Negative framing	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-14 23:35	yes	0	23 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

None. Every name in this category resolved on its own.

Unresolved, counted raw

AdvocateHub

Builtfirst

Expando AI

Mezzofy

Radancy Firstbird

Referral SaaS by Extole

Sharkdom

Shopify-app widgets

Simppler

SmartRecruiters

Snipp

SoundGTM

Variable

Discontinued, still offered

No shut-down product was recommended here.

Referral and partner programs 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 partner and channel