Channel partner and local marketing
Asked as “through-channel marketing platform”, and as “partner marketing and local marketing tool”, on behalf of a mid-market B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
10%
Contested · Mindmatrix 10%
10Channelscaler10Mindmatrix09Unifyr71others
10% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Channelscaler (12%) replaces JourneyBee (15% then, 2% now), 10 points clear, inside the 11-point floor.Channelscaler leads at 12%, replacing JourneyBee, which led at 15% and stands at 2% now: 10 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.Standing →Mid-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.This pageEnterprise
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.Standing →Mid-marketChannelscaler10%Contested↗new leaderNew leader since September 2026: Channelscaler (12%) replaces JourneyBee (15% then, 2% now), 10 points clear, inside the 11-point floor.This pageEnterpriseImpartner 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Channelscaler10%13%23accepted challenger▼−1Since September 2026: 12% → 12%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 12%
Channelscaler10%13%23accepted challenger▼−1Since September 2026: 12% → 12%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 12%02
Mindmatrix10%22%23accepted challenger▲+9Since September 2026: 2% → 12%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 12%
Mindmatrix10%22%23accepted challenger▲+9Since September 2026: 2% → 12%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 12%03
Unifyr9%21%34accepted challenger▼−4Since September 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 4%
Unifyr9%21%34accepted challenger▼−4Since September 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 4%04
HubSpot Marketing Hub7%20%20accepted challenger▲+6Since September 2026: 2% → 8%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 8%
HubSpot Marketing Hub7%20%20accepted challenger▲+6Since September 2026: 2% → 8%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 8%05PartnerStack7%20%15accepted challenger▲+1Since September 2026: 6% → 8%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 8%
PartnerStack7%20%15accepted challenger▲+1Since September 2026: 6% → 8%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 8%06Impartner PRM5%29%42criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
Impartner PRM5%29%42criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%07
ZINFI Unified Partner Management3%32%28criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%
ZINFI Unified Partner Management3%32%28criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%08
Kiflo PRM3%0%10accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
Kiflo PRM3%0%10accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%09
SproutLoud3%9%11accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
SproutLoud3%9%11accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%10
Channeltivity2%20%15accepted challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%
Channeltivity2%20%15accepted challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%Show the one product at 0%, ordered by negative rate
11
Ansira0%27%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Ansira0%27%11criticized 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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Channelscaler10%
Channelscaler10%02Mindmatrix10%
Mindmatrix10%03Unifyr9%
Unifyr9%04HubSpot Marketing Hub7%
HubSpot Marketing Hub7%05PartnerStack7%
PartnerStack7%06Impartner PRM5%
Impartner PRM5%07ZINFI Unified Partner Management3%
ZINFI Unified Partner Management3%08Kiflo PRM3%
Kiflo PRM3%09SproutLoud3%
SproutLoud3%10Channeltivity2%
Channeltivity2%11Ansira0%
Ansira0%What they warned about
One 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 and GPT-6 Luna 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 PRM29%
12 of 42 labels negative · 7 of 14 models
“recurring concerns include setup complexity, hard-coded configuration, reporting limitations, and the effort needed to administer or customize the system” GPT-6 Luna, negative prompt
Unifyr21%
7 of 34 labels negative · 6 of 14 models · 1 hard negative
“**Unifyr/Zift** (for mid-market) ... carry the most consistent, documented complaints in the space” DeepSeek V4 Flash, negative prompt
ZINFI Unified Partner Management32%
9 of 28 labels negative · 6 of 14 models
“Avoid over-buying into ZINFI or Impartner unless you have dedicated channel operations staff and complex multi-tier partner structures” Kimi K2, direct prompt
Mindmatrix22%
5 of 23 labels negative · 5 of 14 models · 1 hard negative
“Platforms to Be Cautious About ... Mindmatrix (PRM / TCM) ... Difficult setup and slow implementation” 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
78 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. 1206 links across 311 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 · 85 citations · 13 models
vendor site · ZINFI30 answers · 60 citations · 9 models
vendor site · Guideflow28 answers · 37 citations · 10 models
vendor site · Improvado25 answers · 34 citations · 10 models
vendor site · JourneyBee23 answers · 28 citations · 10 models
22 answers · 22 citations · 12 models
20 answers · 20 citations · 11 models
17 answers · 21 citations · 9 models
vendor site · Maestra15 answers · 18 citations · 9 models
vendor site · Monday.com15 answers · 18 citations · 11 models
15 answers · 15 citations · 8 models
vendor site · Whatagraph15 answers · 15 citations · 9 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.
20 answers · 10 models
20 answers · 11 models
20 answers · 12 models
19 answers · 9 models
15 answers · 8 models
15 answers · 8 models
15 answers · 9 models
13 answers · 6 models
13 answers · 6 models
13 answers · 10 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 |
|---|---|---|---|---|---|---|---|---|
| Channelscaler channelscaler.com | 10% | 136 | 260 | 3 | 948 | $279 | 13 | |
| Mindmatrix mindmatrix.net | 10% | 76 | 720 | 5 | 3,681 | 4 | ||
| Unifyr unifyr.com | 9% | 137 | 210 | 2 | 2,877 | 9 | 5 | |
| HubSpot parent site HubSpot Marketing Hub 7% | 7% | 934 | 368,000 | 9,776 | ||||
| PartnerStack partnerstack.com | 7% | 395 | 4,400 | 68 | 27,495 | 16 | ||
| Brevo brevo.com | 7% | 386 | 40,500 | 327 | 81,741 | $17,847 | 106 | |
| Impartner PRM impartner.com | 5% | 301 | 110 | 1 | 63,020 | 7 | 2 | |
| ZINFI Unified Partner Management zinfi.com | 3% | 202 | 10 | 0 | 70,639 | 3 | ||
| Kiflo PRM kiflo.com | 3% | 128 | 20 | 0 | 1,941 | $457 | 5 | |
| SproutLoud sproutloud.com | 3% | 40 | 390 | 4 | 461 | 9 |
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 mid-market B2B company?”Paraphrase“Which partner marketing and local marketing tool would you recommend to a mid-sized B2B company?”Comparative“What are the top through-channel marketing platforms and how do they differ?”Budget-constrained“What is the best through-channel marketing platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a through-channel marketing platform. What should we look at?”Negative“Which through-channel marketing platforms should I avoid or be cautious about?”
Claude Haiku 4.5Impartner PRM, Unifyragainst: UnifyrPartnerStackChangedAnsiraHubSpot Marketing Hubagainst: Apollo.iono first choiceagainst: PartnerStack, Partnerize, Partnero
One alternative
ChannelscalerThree alternatives
Crossbeam, HubSpot Marketing Hub, Impartner PRMTwo alternatives
Impartner PRM, MindmatrixThree alternatives
ActiveCampaign, Brevo, Cooperate MarketingGPT-5.4 miniMindmatrixLocaliQ, PartnerStackChangedBrandMuscleBrandMuscle's Essentials planagainst: Demandbaseno first choiceagainst: ChannelSale, PartnerStack, impact.com
Two alternatives
Impartner PRM, UnifyrFour alternatives
Demandbase, HubSpot Marketing Hub, Impartner PRM, Salesforce PRMThree alternatives
Channelscaler, Magentrix PRM, UnifyrGemini 3.5 FlashMindmatrixSproutLoudChangedAnsiraMindmatrixagainst: Ansira, Impartner PRM, Unifyrno first choiceagainst: Impartner PRM, Mindmatrix, SproutLoud, ZINFI Unified Partner Management
Three alternatives
Impartner PRM, SproutLoud, UnifyrThree alternatives
Impartner PRM, Marq Team, MindmatrixSix alternatives
Channelscaler, Impartner PRM, Mindmatrix, StructuredWeb, Unifyr, ZINFI Unified Partner ManagementThree alternatives
JourneyBee, Kiflo PRM, PartnerPortal.ioFive alternatives
Ansira, Impartner PRM, Mindmatrix, SproutLoud, UnifyrPerplexity SonarHubSpot Marketing HubPartnerStackChangedno first choiceZoho Marketing+against: HubSpot Marketing Hub, Maestrano first choicenothing named
Two alternatives
Adobe Marketo Engage, ChanneltivityOne alternative
SenderGrok 4.1 FastImpartner PRMagainst: HubSpot Marketing Hub, Salesforce Marketing CloudSproutLoudChangedagainst: Impartner PRM, impact.comZINFI Partner Relationship Management (PRM) / Through-Channel Marketing AutomationBrevo, HubSpot Marketing Hubagainst: Salesforce Marketing Cloud, ZINFI Unified Partner Management, impact.comno first choiceagainst: Channeltivity, ZINFI Unified Partner Management
Two alternatives
Channeltivity, ZINFI Unified Partner ManagementTwo alternatives
BrightLocal, Kiflo PRMFive alternatives
Channelscaler, Channeltivity, HubSpot Partner Program Tools, PartnerStack, Salesforce Partner Community CloudOne alternative
AffiliateWPMistral SmallActiveCampaign, HubSpot Marketing HubMindmatrix, PartnerFleetChangedno first choiceBrevo, Senderno first choicenothing named
One alternative
Adobe Marketo EngageTwo alternatives
Birdeye, RefersionFive alternatives
Buffer, Canva, HubSpot Marketing Hub, Mailchimp, Systeme.ioDeepSeek V4 FlashChannelscaleragainst: Channeltivity, Impartner PRMPartnerStack, UberallChangedagainst: Partnerize, Yext, impact.comImpartner PRM, Unifyr, ZINFI Unified Partner Managementagainst: Adobe Marketo Engage, Braze, HubSpot Marketing Hub, Salesforce Marketing CloudMindmatrixagainst: Impartner PRM, ZINFI Unified Partner Managementno first choiceagainst: Mindmatrix, RD Station Marketing, Unifyr, partnermarketing.com
One alternative
UnifyrThree alternatives
Birdeye, Channelscaler, CrossbeamFour alternatives
Channeltivity, Extu, JourneyBee, Mindmatrix BridgeThree alternatives
JourneyBee, Kiflo PRM, PartnerPortal.ioLlama 4 MaverickMindmatrixno first choiceChangedno first choiceBrevo, Senderno first choicenothing named
Two alternatives
Adobe Marketo Engage, HubSpot Marketing HubQwen 3.7 FlashJourneyBeeagainst: Adobe, HubSpot Marketing Hub, Impartner PRM, Salesforce Marketing CloudChannelscaler, SynupChangedagainst: YextChanneltivist, Salesforce Marketing CloudZingkano first choiceagainst: Salesforce CMM modules, Siebelagainst: Mailchimp, MarcomCentral, Oracle, SAP, SendGrid
Three alternatives
Magentrix PRM, OneScreen, UnifyrTwo alternatives
BrightLocal, Impartner PRMFour alternatives
Adobe Experience Cloud, Braze, HubSpot Marketing Hub, Impartner PRMThree alternatives
Coresite, HubSpot Partner Relationship Management, MarketStarFive alternatives
Channeltivity, Nucleus, Sproutcore, Vocus, ZenderaKimi K2Channelscaler, Unifyragainst: Impartner PRM, ZINFI Unified Partner ManagementBrightLocal, ChannelscalerChangedUnifyrMonday.com Sales CRM, ZINFI Unified Partner Managementagainst: Impartner PRM, Mindmatrix, Unifyrno first choiceagainst: Impartner PRM, ZINFI Unified Partner Management
One alternative
SproutLoudTwo alternatives
Kiflo PRM, Semrush LocalFour alternatives
BrandMuscle, Impartner PRM, SproutLoud, ZINFI Unified Partner ManagementFour alternatives
Channelscaler, HubSpot CRM, Mailchimp, SproutLoudGLM 4.7 FlashXChannelscaler, ChanneltivityBrightLocal, Kiflo PRMChangedZINFI Unified Partner ManagementKiflo PRM, PartnerPortal.iono first choiceagainst: Adobe Campaign, Adobe Real-Time CDP, Prisma
Two alternatives
JourneyBee, PartnerStackFive alternatives
Birdeye, Channelscaler, GMBapi.com, Yext, ZINFI Unified Partner ManagementSeven alternatives
Channeltivity, Extu, Impartner PRM, Mindmatrix PRM, Structured, The Ansira Platform, UnifyrFour alternatives
EngageBay, HubSpot Marketing Hub, VBOUT, ZINFI Unified Partner ManagementMiniMax M2.5ChannelscalerBirdeye, TapfiliateChangedZINFI Unified Partner ManagementBrevo, Systeme.ioagainst: JourneyBee, Mindmatrixno first choiceagainst: Ansira, ZINFI Unified Partner Management
Four alternatives
Impartner PRM, Mindmatrix, Unifyr, ZINFI Unified Partner ManagementFive alternatives
Center AI, Channeltivity, Guideflow, Impartner PRM, PartnerStackOne alternative
Almonds AIOne alternative
HubSpot Marketing HubGPT-6 LunaUnifyrImpartner PRMChangedStructuredWebZINFI Unified Partner Managementno first choiceagainst: Channelscaler, Impartner PRM, Mindmatrix, Unifyr
Two alternatives
Impartner PRM, StructuredWebOne alternative
AnsiraFive alternatives
Ansira, Impartner PRM, Mindmatrix, Unifyr, ZINFI Unified Partner ManagementOne alternative
Partner.ioMuse Glimmer 30BUnifyrUnifyrHeldUnifyr, ZINFI Unified Partner ManagementPartnerPortal.ioagainst: Channelscaler, Impartner PRM, Unifyr, ZINFI Unified Partner Managementno first choiceagainst: Ansira, Channelscaler, Channeltivity, Impartner PRM, PartnerStack, Salesforce PRM, Unifyr, ZINFI Unified Partner Management
Two alternatives
Channelscaler, ChanneltivityTwo alternatives
BrandMuscle, ZINFI Unified Partner ManagementTwo alternatives
Channelscaler, Impartner PRMThree alternatives
AppDeck, JourneyBee, Kiflo PRMBold 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 13:40 | yes | 17 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:11 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:59 | yes | 24 | 32 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:00 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:10 | yes | 25 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:37 | yes | 9 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:08 | yes | 23 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:01 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:55 | yes | 10 | 45 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:34 | yes | 20 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:56 | yes | 23 | 32 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:38 | yes | 22 | 35 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:07 | yes | 3 | 32 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:27 | yes | 19 | 29 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:54 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:21 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:09 | yes | 14 | 29 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 13:34 | yes | 16 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:12 | yes | 24 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:25 | yes | 10 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:54 | yes | 25 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:13 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:14 | no | 0 | 39 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:00 | yes | 20 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:08 | yes | 15 | 14 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 14:05 | yes | 16 | 67 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:32 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:28 | yes | 24 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:05 | yes | 9 | 6 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:58 | yes | 4 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:58 | yes | 25 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:05 | yes | 17 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:37 | yes | 24 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:45 | yes | 15 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:54 | yes | 22 | 44 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:31 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:48 | yes | 18 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:12 | yes | 23 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:46 | yes | 22 | 41 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:36 | yes | 24 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:52 | yes | 7 | 43 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:49 | yes | 24 | 62 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:35 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:42 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:41 | yes | 20 | 32 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:12 | yes | 20 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:54 | yes | 24 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:48 | yes | 12 | 34 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:11 | yes | 23 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:46 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:33 | no | 0 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:11 | yes | 18 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:13 | yes | 24 | 46 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:16 | yes | 18 | 33 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:22 | yes | 3 | 24 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:31 | yes | 15 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:18 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:55 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:29 | yes | 6 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:04 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:39 | yes | 15 | 6 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:56 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:36 | yes | 22 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:34 | yes | 5 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:32 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:42 | yes | 19 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:20 | yes | 13 | 104 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:09 | yes | 19 | 27 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:33 | yes | 2 | 29 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:18 | yes | 13 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:58 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:31 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:47 | yes | 20 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 13:01 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:22 | yes | 22 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:45 | yes | 10 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:50 | yes | 22 | 49 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:15 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:55 | yes | 10 | 52 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:24 | yes | 25 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:31 | yes | 24 | 101 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:14 | yes | 22 | 22 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:36 | yes | 4 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:03 | yes | 20 | 26 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
HubSpot (Marketing Hub Pro) read as HubSpot Marketing Hub
Impartner read as Impartner PRM
Kiflo read as Kiflo PRM
Magentrix read as Magentrix PRM
ZINFI read as ZINFI Unified Partner Management
ZINFI Technologies read as ZINFI Unified Partner Management
Zinfi read as ZINFI Unified Partner Management
Unresolved, counted raw
Adobe
AllianceSales
Almonds AI
AppDeck
BrandMuscle's Essentials plan
Center AI
ChannelAssist
ChannelSale
Channeltivist
Coresite
Demandbase Account-Based Marketing (ABM)
DistriPartner (or Impact.com's channel tools)
GMBapi.com
Groove Commerce
GrowUp (by PartnerStack or similar ecosystems)
HubSpot Partner Program Tools
MarketBridge
MarketStar
Nucleus
Oracle
PartnerFleet
PartnerPage (or PartnerStack's marketing features)
SAP
Salesforce
Salesforce CMM modules
Salesforce Partner Community Cloud
Sproutcore
Vocus
ZINFI Partner Relationship Management (PRM) / Through-Channel Marketing Automation
Zendera
Zingka
Discontinued, still offered
No shut-down product was recommended here.