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 · first-choice share
18%
Contested · Impartner PRM 16%
18Ambassador16Impartner PRM14PartnerStack51others
18% 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-one head-to-head pages: the top seven products, each against each
PartnerStack vs Viral LoopsPartnerStack vs FirstPromoterPartnerStack vs Referral FactoryReferral Rock vs ReferralCandyReferral Rock vs AmbassadorReferral Rock vs Viral LoopsReferral Rock vs FirstPromoterReferral Rock vs Referral FactoryReferralCandy vs AmbassadorReferralCandy vs Viral LoopsReferralCandy vs FirstPromoterReferralCandy vs Referral FactoryAmbassador vs Viral LoopsAmbassador vs FirstPromoterAmbassador vs Referral FactoryViral Loops vs FirstPromoterViral Loops vs Referral FactoryFirstPromoter vs Referral Factory
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 →
01
02
03
04
05
06
07
08
09
10
11
12
13
14Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Ambassador18%
Ambassador18%02Impartner PRM16%
Impartner PRM16%03PartnerStack14%
PartnerStack14%04Extole8%
Extole8%05Referral Rock6%
Referral Rock6%06Referral Factory6%
Referral Factory6%07Talkable4%
Talkable4%08impact.com2%
impact.com2%09Friendbuy0%
Friendbuy0%10Mention Me0%
Mention Me0%11Open Loyalty0%
Open Loyalty0%12Buyapowa0%
Buyapowa0%13GrowSurf0%
GrowSurf0%14ReferralCandy0%
ReferralCandy0%What 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 4.20, 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.
ReferralCandy88%
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 Factory35%
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
Extole16%
6 of 38 labels negative · 5 of 12 models · 1 hard negative
“What to Avoid ... unpredictable total cost” DeepSeek V4 Flash, budget prompt
Friendbuy22%
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 4.20, 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
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. 347 links across 132 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 · Extole14 answers · 19 citations · 4 models
vendor site · Tremendous11 answers · 12 citations · 3 models
9 answers · 16 citations · 3 models
vendor site · Cello8 answers · 11 citations · 3 models
vendor site · Open Loyalty8 answers · 8 citations · 2 models
vendor site · Referral Rock7 answers · 9 citations · 3 models
vendor site · Voucherify7 answers · 9 citations · 3 models
vendor site · FirstPromoter7 answers · 8 citations · 2 models
vendor site · Capterra6 answers · 8 citations · 3 models
vendor site · Affise6 answers · 6 citations · 3 models
6 answers · 6 citations · 3 models
5 answers · 6 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.
11 answers · 3 models
8 answers · 2 models
7 answers · 3 models
7 answers · 2 models
6 answers · 3 models
6 answers · 3 models
5 answers · 2 models
4 answers · 2 models
4 answers · 2 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 referral program software”, “referral program software”. 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 |
|---|---|---|---|---|---|---|---|---|
| Ambassador getambassador.com | 18% | 103 | 74,000 | 40,688 | 572 | 0 | ||
| Impartner PRM impartner.com | 16% | 312 | 110 | 1 | 63,020 | 7 | ||
| PartnerStack partnerstack.com | 14% | 401 | 4,400 | 68 | 27,495 | 16 | ||
| Extole extole.com | 8% | 127 | 880 | 476 | 8,207 | 13 | 6 | |
| Referral Rock referralrock.com | 6% | 222 | 720 | 10 | 18,599 | 1 | 2 | |
| Salesforce parent site Salesforce PRM 6% | 6% | 178 | 550,000 | 60,632 | ||||
| Referral Factory referral-factory.com | 6% | 157 | 480 | 2 | 5,115 | 3 | 1 | |
| Talkable talkable.com | 4% | 69 | 590 | 16 | 1,421 | |||
| Influitive influitive.com | 4% | 32 | 210 | 2 | 4,094 | |||
| impact.com impact.com | 2% | 334 | 1,900 | 153 | 111,771 | $3,520 | 117 |
Google's top ten for the two searches hold 10 sites; 5 of them are among the sites the models cited here (affise.com, extole.com, referral-factory.com, referralrock.com, tremendous.com). The first result for “best referral program software” is referral-factory.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 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, PartnerStackimpact.comChangedFriendbuyagainst: ExtoleTalkableno first choiceagainst: Referral Factory, ReferralCandy
Two alternatives
Extole, FriendbuyTwo alternatives
PartnerStack, Salesforce PRMThree alternatives
Open Loyalty, SaaSquatch, TalkableOne alternative
Referral FactoryGPT-5.4 miniPartnerStackCrossbeam, PartnerStackChangedExtoleExtoleagainst: ReferralCandyno first choicenothing named
Two alternatives
Extole, FriendbuyFour alternatives
Annex Cloud, Mention Me, Talkable, impact.comOne alternative
Mention MeGemini 3.5 FlashPartnerStackImpartner PRMChangedno first choiceExtoleagainst: ReferralCandyno first choiceagainst: AffiliateWP, FirstPromoter, ReferralCandy, Rewardful, UpViral, Viral Loops
Four alternatives
Extole, GrowSurf, Introw, Referral RockThree alternatives
Crossbeam, PartnerStack, impact.comSix alternatives
Buyapowa, Extole, Friendbuy, Mention Me, SaaSquatch, TalkableFour alternatives
Friendbuy, Open Loyalty, Referral Rock, VoucherifyPerplexity SonarAmbassadorImpartner PRMChangedno first choiceVoucherifyagainst: Annex Cloud, Referral Factoryno first choiceagainst: KickoffLabs, LoyaltyLion, Referral Factory, ReferralCandy, Yotpo Loyalty & Referrals
Four alternatives
CustomerGauge, Influitive, PartnerStack, impact.comOne alternative
PartnerStackOne alternative
Open LoyaltyGrok 4.20Ambassador, Influitiveagainst: Referral Rock, impact.comImpartner PRMChangedExtoleReferral Rockagainst: Extole, GrowSurf, ReferralCandy, SaaSquatchERINagainst: Friendbuy, GrowSurf, Referral Factory, ReferralCandy, Talkable, Yotpo Loyalty & Referrals
Two alternatives
Extole, PartnerStackThree alternatives
PartnerStack, Salesforce PRM, impact.comFour alternatives
Ambassador, Friendbuy, Talkable, impact.comTwo alternatives
Referral Factory, TalkableFour alternatives
Extole, PartnerStack, Referral Factory, Referral RockMistral SmallPartnerStackagainst: ExtoleImpartner PRM, Salesforce PRMChangedExtoleTalkableagainst: Friendbuy, ReferralCandyExtolenothing named
Three alternatives
Ambassador, GrowSurf, impact.comThree alternatives
Ambassador, PartnerStack, ZINFI Unified Partner ManagementFive alternatives
Ambassador, Friendbuy, Open Loyalty, Referral Rock, TalkableTwo alternatives
Referral Factory, Referral RockFour alternatives
Cello, GrowSurf, PartnerStack, SaaSquatchDeepSeek V4 FlashAmbassadoragainst: Referral Rock, ReferralCandy, RewardfulAmbassador, Impartner PRMChangedagainst: Cello, Extole, Friendbuy, GrowSurf, Referral Rock, Rewardfulno first choiceReferral Factoryagainst: Extole, FirstPromoter, GrowSurf, ReferralCandy, Rewardful, Talkable, Viral LoopsPartnerStackagainst: GrowSurf, Referral Factory, ReferralCandy, ReferralHero, Shopify-app widgets, Viral Loops
Two alternatives
PartnerStack, impact.comTwo alternatives
Crossbeam, Salesforce PRMTwo alternatives
Ambassador, Referral RockThree alternatives
Cello, Extole, FriendbuyLlama 4 MaverickAmplifinity, CustomerGauge, ExtolePartnerStackChangedOpen Loyaltyno first choiceno first choiceagainst: Ambassador, Extole, Friendbuy
Three alternatives
Friendbuy, Lootly, TalkableThree alternatives
Ambassador, Buyapowa, ExtoleQwen 3.7 FlashAmbassadorSalesforce PRMChangedCello, Influitive, Talkableagainst: Referral FactoryAmbassadorAmbassadornothing named
Five alternatives
AdvocateHub, CaptivateIQ, PartnerStack, Variable, impact.comTwo alternatives
Channelscaler, Impartner PRMSix alternatives
Buyapowa, Extole, Friendbuy, Mention Me, Reference Edge, SlapFiveThree alternatives
Tapfiliate, UpPromote, impact.comKimi K2Referral RockImpartner PRMChangedExtole, TalkableReferral Rockagainst: ReferralCandyno first choiceagainst: Friendbuyagainst: Friendbuy, Lootly, Referral Factory, ReferralCandy, Superfiliate
Three alternatives
Ambassador, Amplifinity, ExtoleFour alternatives
Crossbeam, Salesforce PRM, WorkSpan, impact.comFive alternatives
Ambassador, Buyapowa, Friendbuy, Mention Me, Referral RockTwo alternatives
Referral Factory, Viral LoopsFour alternatives
Ambassador, Extole, PartnerStack, Referral RockGLM 4.7 FlashXAmbassadoragainst: Viral LoopsImpartner PRMChangedAmbassador, ExtolePartnero, Referral Factoryno first choicenothing named
Three alternatives
Amplifinity, CustomerGauge, ExtoleTwo alternatives
Everflow, PartnerStackFive alternatives
Buyapowa, Friendbuy, Open Loyalty, PartnerStack, RivoTwo alternatives
Ambassador, SaaSquatchMiniMax M2.5Ambassador, InfluitiveImpartner PRM, Salesforce PRMChangedno first choiceReferral Factoryagainst: GrowSurf, ReferralCandyno first choicenothing named
Two alternatives
GrowSurf, Open LoyaltyFour alternatives
Ambassador, Friendbuy, PartnerStack, UnifyrEight alternatives
Ambassador, Annex Cloud, Buyapowa, Extole, Open Loyalty, PartnerStack, Referral Rock, Smile.ioTwo alternatives
Cello, ExtoleBold 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 | 2026-09-14 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 4.20 | 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 04:26 | 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 4.20 | 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 01:03 | 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 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 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 4.20 | 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 04:10 | 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 4.20 | 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 01:29 | 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 4.20 | 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 03:38 | 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.
ShowHide
Category-scoped readings
Impartner read as Impartner PRM
Yotpo read as Yotpo Loyalty & Referrals
Yotpo (Referral Module) read as Yotpo Loyalty & Referrals
ZINFI read as ZINFI Unified Partner Management
Unresolved, counted raw
AdvocateHub
Builtfirst
Mezzofy
Referral SaaS by Extole
Sharkdom
Shopify-app widgets
Simppler
SmartRecruiters
Snipp
SoundGTM
Discontinued, still offered
No shut-down product was recommended here.