Channel partner and local marketing for small business buyers
Asked as “through-channel marketing platform”, and as “partner marketing and local marketing tool”, on behalf of a small B2B company. 65 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
15%
Contested · Unifyr 9%
15PartnerStack09Unifyr08Brevo68others
15% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: PartnerStack (16%) replaces Kiflo PRM (11% then, 7% now), 9 points clear, inside the 11-point floor.PartnerStack leads at 16%, replacing Kiflo PRM, which led at 11% and stands at 7% now: 9 points clear, inside the floor, so the swap reads as unsettled.
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
PartnerStack15%Contested↗new leaderNew leader since September 2026: PartnerStack (16%) replaces Kiflo PRM (11% then, 7% now), 9 points clear, inside the 11-point floor.This pageMid-market
Channelscaler10%Contested↗new leaderNew leader since September 2026: Channelscaler (12%) replaces JourneyBee (15% then, 2% now), 10 points clear, inside the 11-point floor.Standing →Enterprise
Impartner PRM25%Contested▲+1Since September 2026: 25% → 27%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
PartnerStack15%Contested↗new leaderNew leader since September 2026: PartnerStack (16%) replaces Kiflo PRM (11% then, 7% now), 9 points clear, inside the 11-point floor.This pageMid-marketChannelscaler10%Contested↗new leaderNew leader since September 2026: Channelscaler (12%) replaces JourneyBee (15% then, 2% now), 10 points clear, inside the 11-point floor.Standing →EnterpriseImpartner PRM25%Contested▲+1Since September 2026: 25% → 27%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01PartnerStack15%10%21accepted challenger▲+8Since September 2026: 7% → 16%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 16%
PartnerStack15%10%21accepted challenger▲+8Since September 2026: 7% → 16%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 16%02
Unifyr9%34%32criticized challenger▲+3Since September 2026: 7% → 10%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 10%
Unifyr9%34%32criticized challenger▲+3Since September 2026: 7% → 10%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 10%03
Brevo8%0%16accepted challenger▼−2Since September 2026: 11% → 9%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 9%
Brevo8%0%16accepted challenger▼−2Since September 2026: 11% → 9%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 9%04
Kiflo PRM6%18%11accepted challenger▼−4Since September 2026: 11% → 7%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 7%
Kiflo PRM6%18%11accepted challenger▼−4Since September 2026: 11% → 7%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 7%05
Channeltivity5%0%11accepted challenger=heldSince September 2026: 6% → 5%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 5%
Channeltivity5%0%11accepted challenger=heldSince September 2026: 6% → 5%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 5%06
HubSpot Marketing Hub3%10%20accepted challenger▲+2Since September 2026: 2% → 3%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 3%
HubSpot Marketing Hub3%10%20accepted challenger▲+2Since September 2026: 2% → 3%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 3%07
SproutLoud3%31%16criticized challenger▲+3Since September 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 3%
SproutLoud3%31%16criticized challenger▲+3Since September 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 3%08
Mindmatrix2%33%15criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Mindmatrix2%33%15criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%09
ZINFI Unified Partner Management2%46%24criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
ZINFI Unified Partner Management2%46%24criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%Show the three products at 0%, ordered by negative rate
11
Ansira0%83%12criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Ansira0%83%12criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%12Impartner PRM0%71%35criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Impartner PRM0%71%35criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
ActiveCampaign0%6%18accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
ActiveCampaign0%6%18accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
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 head
All twenty-eight head-to-head pages: the top eight products, each against each
Channelscaler vs PartnerStackChannelscaler vs Impartner PRMChannelscaler vs ZINFI Unified Partner ManagementChannelscaler vs Kiflo PRMMindmatrix vs UnifyrMindmatrix vs HubSpot Marketing HubMindmatrix vs PartnerStackMindmatrix vs Impartner PRMMindmatrix vs ZINFI Unified Partner ManagementMindmatrix vs Kiflo PRMUnifyr vs HubSpot Marketing HubUnifyr vs PartnerStackUnifyr vs Impartner PRMUnifyr vs ZINFI Unified Partner ManagementUnifyr vs Kiflo PRMHubSpot Marketing Hub vs PartnerStackHubSpot Marketing Hub vs Impartner PRMHubSpot Marketing Hub vs ZINFI Unified Partner ManagementHubSpot Marketing Hub vs Kiflo PRMPartnerStack vs Impartner PRMPartnerStack vs ZINFI Unified Partner ManagementPartnerStack vs Kiflo PRMImpartner PRM vs ZINFI Unified Partner ManagementImpartner PRM vs Kiflo PRMZINFI Unified Partner Management vs Kiflo PRM
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01PartnerStack15%
PartnerStack15%02Unifyr9%
Unifyr9%03Brevo8%
Brevo8%04Kiflo PRM6%
Kiflo PRM6%05Channeltivity5%
Channeltivity5%06HubSpot Marketing Hub3%
HubSpot Marketing Hub3%07SproutLoud3%
SproutLoud3%08Mindmatrix2%
Mindmatrix2%09ZINFI Unified Partner Management2%
ZINFI Unified Partner Management2%10ActiveCampaign0%
ActiveCampaign0%11Ansira0%
Ansira0%12Impartner PRM0%
Impartner PRM0%What they warned about
Zero of fourteen 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, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
Impartner PRM71%
25 of 35 labels negative · 12 of 14 models · 8 hard negative
“TCM platforms like ZINFI, Ansira, Impartner, and Mindmatrix are built for companies managing **hundreds or thousands of partners**” MiniMax M2.5, negative prompt
Ansira83%
10 of 12 labels negative · 7 of 14 models · 4 hard negative
“**Why avoid?** High pricing (enterprise-level, often $10K+ annually), difficult learning curve, and not cost-effective for small teams.” Grok 4.1 Fast, negative prompt
ZINFI Unified Partner Management46%
11 of 24 labels negative · 7 of 14 models · 4 hard negative
“TCM platforms like ZINFI, Ansira, Impartner, and Mindmatrix are built for companies managing **hundreds or thousands of partners**” MiniMax M2.5, negative prompt
Unifyr34%
11 of 32 labels negative · 7 of 14 models · 3 hard negative
“Full-Suite PRM + TCMA Platforms (ZINFI, Impartner, Mindmatrix, Zift/Unifyr) **Caution level: High for small businesses**” DeepSeek V4 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
74 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1170 links across 300 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
37 answers · 70 citations · 13 models
32 answers · 46 citations · 11 models
vendor site · Guideflow29 answers · 45 citations · 11 models
vendor site · Improvado27 answers · 33 citations · 11 models
vendor site · Monday.com24 answers · 27 citations · 12 models
22 answers · 22 citations · 11 models
19 answers · 20 citations · 9 models
vendor site · Maestra18 answers · 21 citations · 10 models
17 answers · 17 citations · 10 models
vendor site · ZINFI16 answers · 29 citations · 8 models
16 answers · 16 citations · 9 models
vendor site · JourneyBee15 answers · 23 citations · 8 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.
25 answers · 11 models
22 answers · 10 models
22 answers · 11 models
20 answers · 10 models
17 answers · 9 models
17 answers · 8 models
16 answers · 10 models
16 answers · 9 models
16 answers · 10 models
15 answers · 8 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 through-channel marketing platform”, “through-channel marketing 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 |
|---|---|---|---|---|---|---|---|---|
| PartnerStack partnerstack.com | 15% | 395 | 4,400 | 68 | 27,495 | 16 | ||
| Unifyr unifyr.com | 9% | 137 | 210 | 2 | 2,877 | 9 | 5 | |
| Brevo brevo.com | 8% | 386 | 40,500 | 327 | 81,741 | $17,847 | 106 | |
| Kiflo PRM kiflo.com | 6% | 128 | 20 | 0 | 1,941 | $457 | 5 | |
| Channeltivity channeltivity.com | 5% | 112 | 210 | 0 | 2,179 | |||
| Google parent site Google Business Profile 5% | 5% | 63 | 550,000 | 1,719 | ||||
| BrightLocal brightlocal.com | 5% | 205 | 9,900 | 103 | 36,255 | 55 | ||
| HubSpot parent site HubSpot Marketing Hub 3%, HubSpot Partnerships 2% | 5% | 934 | 368,000 | 9,776 | ||||
| SproutLoud sproutloud.com | 3% | 40 | 390 | 4 | 461 | 9 | ||
| Extu extu.com | 3% | 15 | 6 |
Google's top ten for the two searches hold 14 sites; 4 of them are among the sites the models cited here (g2.com, improvado.io, technologyadvice.com, zinfi.com). The first result for “best through-channel marketing platform” is ansira.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 through-channel marketing platform for a small B2B company?”Paraphrase“Which partner marketing and local marketing tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top through-channel marketing platforms for a small team and how do they differ?”Budget-constrained“What is the best through-channel marketing platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a through-channel marketing platform. What should we look at?”Negative“Which through-channel marketing platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Cooperate MarketingGoogle Business Profile, HubSpot Marketing HubChangedCooperate Marketing, MarviaKiflo PRMno first choiceagainst: Ansira, Crossbeam, Impartner PRM, PartnerStack, TUNE, impact.com
Three alternatives
Kiflo PRM, Relevize, xAmplifyTwo alternatives
BrightLocal, YextTwo alternatives
Impartner PRM, MindmatrixFour alternatives
Brevo, Mailchimp, Systeme.io, Zoho Marketing AutomationGPT-5.4 miniUnifyrBirdeye, PartnerStackChangedChanneltivityimpact.com Starter Editionno first choiceagainst: Impartner PRM, Mindmatrix PRM, The Ansira Platform
One alternative
Channel FusionThree alternatives
Impartner PRM, Mindmatrix, UnifyrOne alternative
ChanneltivityGemini 3.5 FlashKiflo PRMagainst: Ansira, SproutLoud, ZINFI Unified Partner ManagementGoHighLevelChangedagainst: Ansira, SproutLoudMindmatrix, SproutLoudExtuagainst: Ansira, Impartner PRM, UnifyrChannelizers, Mindmatrix, SproutLoud, xAmplifyagainst: Ansira, Impartner PRM, Mindmatrix, Unifyr
Three alternatives
Channeltivity, Mindmatrix, PartnerStackFour alternatives
BrightLocal, Mindmatrix, PartnerStack, RewardfulThree alternatives
Channelscaler, Channeltivity, Kiflo PRMTwo alternatives
PartnerPortal.io, PromoboxxPerplexity SonarUnifyrKiflo PRMChangedagainst: BuzzStreamHubSpot Marketing HubBrevo, Zoho Marketing+no first choicenothing named
One alternative
Apollo.ioOne alternative
PartnerPortal.ioFive alternatives
ActiveCampaign, AdsGency AI, Customer.io, Quartile, SwipeBuilderOne alternative
SenderGrok 4.1 FastUnifyragainst: HubSpot Marketing HubGoogle Business Profile, PartnerStackChangedagainst: Impartner PRMSproutLoud, Unifyragainst: The Ansira PlatformEngageBayagainst: Impartner PRM, Mindmatrix, SproutLoud, StructuredWeb, Unifyr, ZINFI Unified Partner Managementno first choiceagainst: Ansira, Impartner PRM, ZINFI Unified Partner Management
Three alternatives
Impartner PRM, Mindmatrix PRM, ZINFI Unified Partner ManagementFour alternatives
Birdeye, Kiflo PRM, Surefire Local, TapfiliateThree alternatives
Impartner PRM, StructuredWeb, ZINFI Unified Partner ManagementFive alternatives
Brevo, HubSpot Marketing Hub, Mailchimp, Zoho CRM, Zoho Marketing+Mistral SmallSproutLoudPartnerStackChangedActiveCampaign, HubSpot Marketing HubBrevo, Senderno first choiceagainst: Marketing 360, Omnisend, ReachLocal, Yext, Yodle
Two alternatives
ActiveCampaign, BrevoTwo alternatives
Birdeye, Surefire LocalThree alternatives
Brevo, Insider, KlaviyoTwo alternatives
ActiveCampaign, GetResponseDeepSeek V4 FlashChanneltivity, Kiflo PRMagainst: Impartner PRMBrightLocal, Referral RockChangedagainst: Surefire Local, Yext, Yotpo, impact.comChanneltivityagainst: Impartner PRMPartnerPortal.ioagainst: Channelscaler, Impartner PRM, Unifyr, ZINFI Unified Partner ManagementChannelscaler, Channeltivityagainst: Kiflo PRMagainst: 360insights, Adobe Marketo Engage, BrandMuscle, Braze, Chancellor, Channelscaler, Impartner PRM, LocaliQ, Mindmatrix, Salesforce Marketing Cloud, SproutLoud, StructuredWeb, Unifyr, Vya, ZINFI Unified Partner Management
Two alternatives
Mindmatrix, UnifyrTwo alternatives
PartnerStack, Semrush LocalFour alternatives
Channelscaler, PartnerStack, Unifyr, ZINFI Unified Partner ManagementTwo alternatives
Channeltivity, Kiflo PRMTwo alternatives
Unifyr, ZINFI Unified Partner ManagementLlama 4 Maverickno first choiceUnifyrChangedno first choiceBrevo, Senderno first choiceagainst: Ansira, Impartner PRM, Unifyr
Two alternatives
Impartner PRM, SproutLoudOne alternative
Zoho Marketing+Qwen 3.7 FlashHubSpot Partnershipsagainst: Seismic, SitecoreGoogle Business Profile, PartnerStackChangedPartnerStackagainst: Impartner PRM, VeevaBrevo, EngageBayagainst: ActiveCampaignPartnerStack, Showroomagainst: Impartner PRM, Spigitagainst: Extu, Impartner PRM, Magentrix PRM, Structured, ZINFI Unified Partner Management
Two alternatives
PartnerStack, Zoho CRMThree alternatives
BrightLocal, HubSpot CRM, Referral RockFour alternatives
ActiveCampaign, HighLevel, HubSpot Marketing Hub, RefersionTwo alternatives
MailerLite, OmnisendOne alternative
GoHighLevel for PartnersKimi K2PartnerStack, Unifyragainst: Impartner PRM, ZINFI Unified Partner ManagementPartnerStackChangedUnifyragainst: Impartner PRMPartnerPortal.ioagainst: Channelscaler, Impartner PRM, Kiflo PRM, Unifyr, ZINFI Unified Partner ManagementChanneltivity, xAmplifyagainst: Impartner PRM, PartnerStack, Unifyragainst: Impartner PRM, Mindmatrix, Unifyr, ZINFI Unified Partner Management
Three alternatives
BrightLocal, HubSpot Marketing Hub, impact.comThree alternatives
Mindmatrix, SproutLoud, ZINFI Unified Partner ManagementOne alternative
PartnerStackGLM 4.7 FlashXHubSpot Marketing Hub, Structuredagainst: UnifyrBrightLocal, PartnerStackChangedagainst: YextChanneltivity, Unifyragainst: Impartner PRMimpact.comno first choiceagainst: Ansira, Apollo.io, HubSpot Marketing Hub, Impartner PRM, Salesforce Marketing Cloud
Four alternatives
Birdeye, Google Business Profile, Monday.com, PipedriveEight alternatives
Docebo, Highspot, Introw, LearnUpon, PartnerStack, Salesforce PRM, WorkRamp, ZINFI Unified Partner ManagementOne alternative
BrevoMiniMax M2.5UnifyrPartnerStackChangedno first choiceBrevono first choiceagainst: Ansira, Impartner PRM, Mindmatrix, ZINFI Unified Partner Management
Two alternatives
ActiveCampaign, HubSpot Marketing HubFive alternatives
Birdeye, Google Business Profile, JourneyBee, Surefire Local, Zinfi Unified PartnerTwo alternatives
ActiveCampaign, HubSpot Marketing HubThree alternatives
Buffer, HubSpot Marketing Hub, Zoho Marketing SuiteGPT-6 LunaZINFI Unified Partner Managementagainst: UnifyrBrightLocal, Partner.ioChangedChanneltivity, ExtuExtuno first choiceagainst: Ansira, BrandMuscle, Impartner PRM, SproutLoud, ZINFI Unified Partner Management
One alternative
ExtuOne alternative
Google Business ProfileFour alternatives
Impartner PRM, SproutLoud, Unifyr, ZINFI Unified Partner ManagementOne alternative
Partner.ioMuse Glimmer 30BJourneyBeePartnerStackChangedUnifyrJourneyBeeagainst: Impartner PRMno first choiceagainst: Braze, Insider
One alternative
UnifyrFour alternatives
BuzzStream, Google Business Profile, SproutLoud, UpLeadOne alternative
ChannelscalerFive alternatives
ActiveCampaign, Brevo, Mindmatrix PRM, Storylane, UnifyrBold 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
Eighty-four 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 10:36 | yes | 15 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:25 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:31 | yes | 18 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:30 | yes | 18 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:38 | yes | 23 | 6 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:55 | yes | 9 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:38 | yes | 25 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:50 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:53 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:53 | yes | 23 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:00 | yes | 25 | 139 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:42 | yes | 23 | 41 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:09 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:24 | yes | 23 | 33 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:40 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:06 | no | 0 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:11 | yes | 23 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:04 | yes | 16 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:07 | yes | 19 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:20 | yes | 10 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:02 | yes | 24 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:59 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:19 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:25 | yes | 20 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:01 | yes | 15 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:24 | yes | 10 | 42 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:36 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:15 | yes | 13 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:34 | yes | 16 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:39 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:10 | yes | 18 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 13:44 | yes | 16 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:30 | yes | 23 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:15 | yes | 14 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:32 | yes | 24 | 50 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:45 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:40 | yes | 25 | 116 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:58 | yes | 22 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:43 | yes | 23 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:57 | yes | 20 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:11 | yes | 6 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:36 | yes | 23 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:10 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:34 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:34 | yes | 16 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:54 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:14 | yes | 22 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:55 | yes | 10 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:37 | yes | 22 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:55 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:59 | yes | 13 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:42 | yes | 22 | 30 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:57 | yes | 24 | 27 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:46 | yes | 5 | 12 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:46 | yes | 2 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:58 | yes | 24 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:44 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 14:08 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:27 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:25 | yes | 20 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:39 | yes | 18 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:57 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:24 | yes | 23 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:13 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:10 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:46 | yes | 25 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:45 | yes | 13 | 65 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:53 | no | 0 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:54 | yes | 2 | 30 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:40 | yes | 14 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:35 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:33 | yes | 1 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:59 | yes | 22 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:15 | yes | 26 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:01 | yes | 22 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:39 | yes | 15 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:44 | yes | 24 | 55 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:14 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:50 | yes | 10 | 72 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:05 | yes | 20 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:44 | yes | 25 | 71 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:28 | yes | 23 | 41 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:51 | yes | 4 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:01 | yes | 20 | 28 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
HubSpot read as HubSpot Marketing Hub
Impartner read as Impartner PRM
Kiflo read as Kiflo PRM
ZINFI read as ZINFI Unified Partner Management
ZINFI (Unified Partner Management) read as ZINFI Unified Partner Management
ZINFI UPM read as ZINFI Unified Partner Management
Unresolved, counted raw
ADXL
AdsGency AI
AppDirect
BrightWave
Chancellor
Channel Fusion
ChannelX
Channelizers
CoBuzz
GoHighLevel for Partners
Grovia
GrowthZone
HubSpot's partner tools
Meta/Google Ads
Mintli
Monday.com Campaigns
Photofy
Promoboxx
Relevize
Salesforce
ScaleUp
Showroom
Spigit
Twilio
Zoho Marketing Suite
impact.com Starter Edition
Discontinued, still offered
No shut-down product was recommended here.