Channel partner and local marketing for enterprise buyers
Asked as “through-channel marketing platform”, and as “partner marketing and local marketing tool”, on behalf of an enterprise B2B company. 64 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · Unifyr 16%
25Impartner PRM16Unifyr16ZINFI Unified Partner Management44others
25% of first choices, contested.
Since September 2026▲+1Since September 2026: 25% → 27%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Impartner PRM held the lead, +1 point on 25%, inside the 11-point floor.
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.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.This page
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.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.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Impartner PRM25%10%51accepted challenger▲+1Since September 2026: 25% → 27%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.25% → 27%
Impartner PRM25%10%51accepted challenger▲+1Since September 2026: 25% → 27%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.25% → 27%02
Unifyr16%8%39accepted challenger▲+1Since September 2026: 14% → 14%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 14%
Unifyr16%8%39accepted challenger▲+1Since September 2026: 14% → 14%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 14%03
ZINFI Unified Partner Management16%8%38accepted challenger▲+3Since September 2026: 12% → 14%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 14%
ZINFI Unified Partner Management16%8%38accepted challenger▲+3Since September 2026: 12% → 14%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 14%04
Mindmatrix8%5%22accepted challenger▲+9Since September 2026: 0% → 9%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 9%
Mindmatrix8%5%22accepted challenger▲+9Since September 2026: 0% → 9%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 9%05
Ansira6%15%20accepted challenger▼−3Since September 2026: 10% → 7%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 7%
Ansira6%15%20accepted challenger▼−3Since September 2026: 10% → 7%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 7%06
Structured6%9%11accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%
Structured6%9%11accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%07
SproutLoud3%9%11accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
SproutLoud3%9%11accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%08
Salesforce Marketing Cloud2%32%19criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Salesforce Marketing Cloud2%32%19criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the one product at 0%, ordered by negative rate
09Channelscaler0%15%13accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
Channelscaler0%15%13accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 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 →
010203040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Impartner PRM25%
Impartner PRM25%02Unifyr16%
Unifyr16%03ZINFI Unified Partner Management16%
ZINFI Unified Partner Management16%04Mindmatrix8%
Mindmatrix8%05Ansira6%
Ansira6%06Structured6%
Structured6%07SproutLoud3%
SproutLoud3%08Salesforce Marketing Cloud2%
Salesforce Marketing Cloud2%09Channelscaler0%
Channelscaler0%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, 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.
Salesforce Marketing Cloud32%
6 of 19 labels negative · 5 of 14 models · 2 hard negative
“These complex combinations often create integration bottlenecks and are harder to maintain than purpose-built platforms” GLM 4.7 FlashX, negative prompt
Impartner PRM10%
5 of 51 labels negative · 5 of 14 models
“Despite being a category leader, G2 reviews consistently cite: "Limited customization" ... the "enterprise-grade" rigidity may become a constraint.” Kimi K2, negative prompt
Adobe Experience Cloud75%
3 of 4 labels negative · 3 of 14 models · 2 hard negative
“Do not assume that top-tier enterprise marketing suites (like Adobe Experience Cloud, Salesforce Marketing Cloud, or Braze) can function as a TCMA platform out of the box.” Gemini 3.5 Flash, negative prompt
HubSpot Marketing Hub43%
3 of 7 labels negative · 3 of 14 models · 2 hard negative
“Strongly Avoid ... entry-level HubSpot Marketing Hub ... inadequate for partner-led "through-channel" workflows” Grok 4.1 Fast, 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
81 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. 1305 links across 332 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.
vendor site · Improvado43 answers · 63 citations · 11 models
vendor site · JourneyBee37 answers · 54 citations · 11 models
32 answers · 53 citations · 13 models
vendor site · InsiderOne31 answers · 52 citations · 11 models
31 answers · 31 citations · 11 models
vendor site · ZINFI30 answers · 64 citations · 12 models
vendor site · Guideflow28 answers · 37 citations · 11 models
vendor site · Introw26 answers · 27 citations · 11 models
25 answers · 31 citations · 9 models
vendor site · Maestra24 answers · 33 citations · 11 models
vendor site · Whatagraph17 answers · 17 citations · 9 models
vendor site · Impartner16 answers · 20 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.
29 answers · 11 models
29 answers · 10 models
26 answers · 10 models
23 answers · 10 models
20 answers · 10 models
17 answers · 9 models
17 answers · 9 models
16 answers · 9 models
16 answers · 10 models
15 answers · 9 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Impartner PRM impartner.com | 25% | 301 | 110 | 1 | 63,020 | 7 | 2 |
| Unifyr unifyr.com | 16% | 137 | 210 | 2 | 2,877 | 9 | 5 |
| ZINFI Unified Partner Management zinfi.com | 16% | 202 | 10 | 0 | 70,639 | 3 | |
| Mindmatrix mindmatrix.net | 8% | 76 | 720 | 5 | 3,681 | 4 | |
| Ansira ansira.com | 6% | 44 | 1,900 | 43 | 6,747 | 6 | 1 |
| Structured structured.ai | 6% | 20 | 12,100 | 273,655 | 716 | 0 | |
| SproutLoud sproutloud.com | 3% | 40 | 390 | 4 | 461 | 9 | |
| SOCi meetsoci.com | 3% | 91 | 14,800 | 168 | 249,940 | ||
| Salesforce parent site Salesforce Marketing Cloud 2%, Salesforce PRM 2% | 3% | 296 | 550,000 | 60,632 | |||
| Adobe parent site Adobe Marketo Engage 2% | 2% | 299 | 1,220,000 | 117,563 |
Google's top ten for the two searches hold 14 sites; 5 of them are among the sites the models cited here (g2.com, impartner.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 an enterprise B2B company?”Paraphrase“Which partner marketing and local marketing tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade through-channel marketing platforms and how do they differ?”Budget-constrained“What is the best through-channel marketing platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a through-channel marketing platform. What should we look at?”Negative“Which through-channel marketing platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5AnsiraImpartner PRM, SproutLoudChangedAnsiraImpartner PRM, Unifyrno first choicenothing named
Three alternatives
Adobe Marketo Engage, HubSpot Marketing Hub, Salesforce Marketing CloudOne alternative
Impact Partnership CloudThree alternatives
Impartner Software, Mindmatrix, ZINFI Unified Partner ManagementOne alternative
ZINFI Unified Partner ManagementGPT-5.4 miniImpartner PRMImpartner PRM, StructuredChangedno first choiceDistributed Marketingno first choicenothing named
Two alternatives
Channeltivity, UnifyrOne alternative
partnermarketing.comGemini 3.5 FlashStructuredImpartner PRM, UnifyrChangedAnsiraMindmatrixagainst: Unifyrno first choiceagainst: Adobe Experience Cloud, Braze, HubSpot Marketing Hub, Microsoft Dynamics 365 Sales, Salesforce, Salesforce Marketing Cloud
Four alternatives
Ansira, Impartner PRM, Unifyr, ZINFI Unified Partner ManagementThree alternatives
Ansira, Salesforce Distributed Marketing & Partner Experience Cloud, SproutLoudFive alternatives
Impartner PRM, Mindmatrix, Structured, Unifyr, ZINFI Unified Partner ManagementThree alternatives
Impartner PRM, SproutLoud, StructuredPerplexity SonarMindmatrixPartnerize, Salesforce PRMChangedUnifyrAnsiraagainst: Adobe Experience Cloud, Brazeno first choicenothing named
Two alternatives
Adobe Marketo Engage, Salesforce Marketing CloudThree alternatives
Channelscaler, Impartner PRM, Salesforce Marketing CloudOne alternative
Salesforce Marketing CloudGrok 4.1 FastMindmatrix, ZINFI Unified Partner Managementagainst: Adobe Marketo Engage, Oracle Eloqua, Salesforce Marketing CloudBirdeye, Impartner PRMChangedAnsira, Impartner PRMUnifyragainst: Braze, Impact Networking, Salesforce Marketing CloudAnsiraagainst: ActiveCampaign, Channelscaler, HubSpot Marketing Hub, Impartner PRM, Mautic, Mindmatrix, PartnerStack, Salesforce PRM, Unifyr, WorkSpan
Two alternatives
Impartner PRM, UnifyrSix alternatives
Local Falcon, Moz Local, Salesforce PRM, Yext, ZINFI Unified Partner Management, impact.comFour alternatives
360insights, Mindmatrix, Structured, UnifyrOne alternative
ZINFI Unified Partner ManagementFour alternatives
Braze, Salesforce, Unifyr, impact.comMistral SmallMindmatrixImpartner PRMChangedImpartner PRM, UnifyrAdobe Marketo Engage, Salesforce Marketing Cloudagainst: Maestrano first choiceagainst: Salesforce Marketing Cloud
Three alternatives
Adobe Marketo Engage, Oracle Eloqua, Salesforce Marketing CloudOne alternative
Oracle EloquaDeepSeek V4 FlashUnifyrImpartner PRM, SOCi, YextChangedagainst: PartnerStackUnifyr, ZINFI Unified Partner Managementagainst: Salesforce PRMZINFI Unified Partner ManagementZINFI Unified Partner Managementagainst: Impartner PRMagainst: Buffer, Hootsuite, HubSpot Marketing Hub, Klaviyo, Mailchimp, Salesforce PRM, Sprout Social
One alternative
Impartner PRMThree alternatives
Birdeye, Salesforce PRM, ZINFI Unified Partner ManagementThree alternatives
Channelscaler, Impartner PRM, MindmatrixThree alternatives
Impartner PRM, Mindmatrix, UnifyrThree alternatives
Channelscaler, Mindmatrix, Salesforce PRMLlama 4 MaverickUnifyrUnifyrHeldno first choiceMindmatrixno first choicenothing named
Two alternatives
Klaviyo, SalesforceTwo alternatives
JourneyBee, heyBTWOne alternative
Salesforce Marketing CloudQwen 3.7 FlashUnifyragainst: Salesforce Channel EngagementImpartner PRM, SproutLoudChangedImpartner PRMZINFI Unified Partner Managementagainst: Ansirano first choicenothing named
Two alternatives
Impartner PRM, ZINFI Unified Partner ManagementTwo alternatives
Channelscaler, VendastaFour alternatives
Magentrix PRM, OneScreen, The Ansira Platform, ZINFI Unified Partner ManagementOne alternative
Impartner PRMKimi K2Impartner PRM, ZINFI Unified Partner ManagementImpartner PRM, UberallChangedagainst: SOCiZINFI Unified Partner ManagementImpartner PRM, ZINFI Unified Partner Managementagainst: ChannelscalerZINFI Unified Partner Managementagainst: Impartner PRM, Microsoft Dynamics 365 Partner Portal, Salesforce Marketing Cloud, ZINFI Unified Partner Management
Two alternatives
Mindmatrix, UnifyrTwo alternatives
PartnerStack, SproutLoudSix alternatives
BrandMuscle, Impartner PRM, Mindmatrix, SproutLoud, StructuredWeb, UnifyrFour alternatives
Ansira, BrandMuscle, Impartner PRM, SproutLoudGLM 4.7 FlashXImpartner PRM, StructuredImpartner PRM, SOCi PlatformChangedFilament Digital, ZINFI Unified Partner ManagementImpartner PRMno first choiceagainst: Adobe Experience Cloud, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account Engagement, Structured, ZINFI Unified Partner Management
Four alternatives
Ansira, Channeltivity, StructuredWeb, ZINFI Unified Partner ManagementSix alternatives
Birdeye, Salesforce PRM, Uberall, Yext, ZINFI Unified Partner Management, impact.comTwo alternatives
Oracle CX, Salesforce Marketing CloudTwo alternatives
HubSpot Marketing Hub, Salesforce PRMMiniMax M2.5UnifyrAnsiraChangedUnifyrChanneltivityagainst: PartnerPortal.ioZINFI Unified Partner Managementagainst: Ansira, Impartner PRM, ZINFI Unified Partner Management
One alternative
Impartner PRMFive alternatives
Channelscaler, Impartner PRM, JourneyBee, Structure, ZINFI Unified Partner ManagementTwo alternatives
Impartner PRM, ZINFI Unified Partner ManagementTwo alternatives
Channeltivity, JourneyBeeGPT-6 LunaStructuredImpartner PRM, SOCiChangedStructuredWebZINFI Unified Partner Managementno first choiceagainst: Ansira, BrandMuscle, Impartner PRM, SproutLoud, Unifyr
Two alternatives
Impartner PRM, UnifyrOne alternative
AnsiraFive alternatives
Ansira, Impartner PRM, SproutLoud, Unifyr, ZINFI Unified Partner ManagementOne alternative
UnifyrMuse Glimmer 30BUnifyrJourneyBee, UnifyrChangedUnifyrZINFI Unified Partner Managementno first choiceagainst: CinnaLab.io, JourneyBee, Kiflo PRM, PartnerPortal.io, PartnerStack, impact.com
Four alternatives
Impartner PRM, JourneyBee, Mindmatrix, StructuredTwo alternatives
Ansira, Impartner PRMFour alternatives
Ansira, Channelscaler, Impartner PRM, ZINFI Unified Partner ManagementTwo alternatives
Ansira, Impartner 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 09:48 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:57 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:00 | yes | 13 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:23 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:03 | yes | 18 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:03 | yes | 12 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:34 | yes | 24 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:42 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:36 | yes | 18 | 129 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:39 | yes | 15 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:37 | yes | 21 | 100 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:36 | yes | 10 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:48 | yes | 3 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:09 | yes | 14 | 32 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:24 | yes | 17 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:19 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:16 | yes | 16 | 29 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:36 | yes | 16 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:13 | yes | 21 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:35 | yes | 10 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:50 | yes | 25 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:26 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:16 | yes | 10 | 45 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:43 | yes | 19 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:21 | yes | 25 | 78 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:06 | yes | 14 | 80 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:22 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:25 | yes | 21 | 38 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:42 | yes | 17 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:47 | yes | 7 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:17 | yes | 28 | 36 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:23 | yes | 18 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:32 | yes | 21 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:55 | yes | 25 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:13 | yes | 25 | 52 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:18 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:42 | yes | 13 | 55 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:55 | yes | 18 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:34 | yes | 24 | 94 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:11 | yes | 21 | 73 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:17 | yes | 8 | 40 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:20 | yes | 21 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:44 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:41 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:23 | yes | 32 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:41 | yes | 24 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:30 | yes | 22 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:42 | yes | 16 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:35 | yes | 20 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:45 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:56 | yes | 24 | 151 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:13 | yes | 22 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:32 | yes | 24 | 21 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:46 | yes | 24 | 39 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:55 | yes | 2 | 23 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:02 | yes | 25 | 44 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:36 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:31 | yes | 3 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:08 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:55 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:10 | yes | 19 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:10 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:54 | yes | 25 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:58 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:25 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:17 | yes | 25 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:46 | yes | 24 | 48 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:01 | yes | 19 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:13 | yes | 4 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:52 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:14 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 14:13 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:18 | yes | 16 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 13:21 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:25 | yes | 23 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:21 | yes | 14 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:02 | yes | 24 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:31 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:11 | yes | 21 | 82 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:01 | yes | 24 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:48 | yes | 21 | 72 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 14:16 | yes | 17 | 55 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:04 | yes | 3 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:50 | yes | 21 | 30 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
Impartner (Channeltivity) read as Impartner PRM
Kiflo read as Kiflo PRM
Magentrix read as Magentrix PRM
ZINFI read as ZINFI Unified Partner Management
ZINFI (Unified Partner Management) read as ZINFI Unified Partner Management
ZINFI (now Unifyr) read as ZINFI Unified Partner Management
ZINFI Technologies read as ZINFI Unified Partner Management
ZINFI UPM read as ZINFI Unified Partner Management
Zinfi read as ZINFI Unified Partner Management
Unresolved, counted raw
Distributed Marketing
Filament Digital
IBX
Impact Networking (GrowWith)
Impartner Software
LeverageRx
Microsoft Dynamics 365 Partner Portal
SOCi Platform
Salesforce
Salesforce Channel Engagement
Salesforce Distributed Marketing & Partner Experience Cloud
Structure
Tenon HQ
Triptych
heyBTW
zinfi.com
Discontinued, still offered
No shut-down product was recommended here.