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. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
28%
Contested · ZINFI Unified Partner Management 21%
28Impartner PRM21ZINFI Unified Partner Management07Ansira44others
28% of first choices, contested.
Since October 2026▲+3Since October 2026: 25% → 28%, +3 points. Inside the 11-point floor: within noise.Impartner PRM held the lead, +3 points 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
PartnerPortal.io10%Contested↗new leaderNew leader since October 2026: PartnerPortal.io (10%) replaces PartnerStack (15% then, 8% now), 2 points clear, inside the 11-point floor.Standing →Mid-market
Impartner PRM17%Contested↗new leaderNew leader since October 2026: Impartner PRM (17%) replaces Channelscaler (10% then, 2% now), 15 points clear, past the 11-point floor.Standing →EnterpriseImpartner PRM28%Contested▲+3Since October 2026: 25% → 28%, +3 points. Inside the 11-point floor: within noise.This page
PartnerPortal.io10%Contested↗new leaderNew leader since October 2026: PartnerPortal.io (10%) replaces PartnerStack (15% then, 8% now), 2 points clear, inside the 11-point floor.Standing →Mid-marketImpartner PRM17%Contested↗new leaderNew leader since October 2026: Impartner PRM (17%) replaces Channelscaler (10% then, 2% now), 15 points clear, past the 11-point floor.Standing →EnterpriseImpartner PRM28%Contested▲+3Since October 2026: 25% → 28%, +3 points. Inside the 11-point floor: within noise.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 October 2026
01Impartner PRM28%7%55accepted challenger▲+3Since October 2026: 25% → 28%, +3 points. Inside the 11-point floor: within noise.25% → 28%
Impartner PRM28%7%55accepted challenger▲+3Since October 2026: 25% → 28%, +3 points. Inside the 11-point floor: within noise.25% → 28%02
ZINFI Unified Partner Management21%5%42accepted challenger▲+5Since October 2026: 16% → 21%, +5 points. Inside the 11-point floor: within noise.16% → 21%
ZINFI Unified Partner Management21%5%42accepted challenger▲+5Since October 2026: 16% → 21%, +5 points. Inside the 11-point floor: within noise.16% → 21%03
Unifyr7%8%37accepted challenger▼−9Since October 2026: 16% → 7%, −9 points. Inside the 11-point floor: within noise.16% → 7%
Unifyr7%8%37accepted challenger▼−9Since October 2026: 16% → 7%, −9 points. Inside the 11-point floor: within noise.16% → 7%04
Ansira7%16%19accepted challenger▲+1Since October 2026: 6% → 7%, +1 point. Inside the 11-point floor: within noise.6% → 7%
Ansira7%16%19accepted challenger▲+1Since October 2026: 6% → 7%, +1 point. Inside the 11-point floor: within noise.6% → 7%05
Channeltivity4%15%13accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Channeltivity4%15%13accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%06
Salesforce Marketing Cloud4%44%16criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Salesforce Marketing Cloud4%44%16criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%07
Mindmatrix2%0%14accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%
Mindmatrix2%0%14accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%08
StructuredWeb2%10%21accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
StructuredWeb2%10%21accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%09
SproutLoud2%12%16accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
SproutLoud2%12%16accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%Show the one product at 0%, ordered by negative rate
10
HubSpot Marketing Hub0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
HubSpot Marketing Hub0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Impartner PRM vs SproutLoudImpartner PRM vs ZINFI Unified Partner ManagementImpartner PRM vs MindmatrixImpartner PRM vs ChannelscalerHubSpot Marketing Hub vs PartnerStackHubSpot Marketing Hub vs UnifyrHubSpot Marketing Hub vs SproutLoudHubSpot Marketing Hub vs ZINFI Unified Partner ManagementHubSpot Marketing Hub vs MindmatrixHubSpot Marketing Hub vs ChannelscalerPartnerStack vs UnifyrPartnerStack vs SproutLoudPartnerStack vs ZINFI Unified Partner ManagementPartnerStack vs MindmatrixPartnerStack vs ChannelscalerUnifyr vs SproutLoudUnifyr vs ZINFI Unified Partner ManagementUnifyr vs MindmatrixUnifyr vs ChannelscalerSproutLoud vs ZINFI Unified Partner ManagementSproutLoud vs MindmatrixSproutLoud vs ChannelscalerZINFI Unified Partner Management vs MindmatrixZINFI Unified Partner Management vs ChannelscalerMindmatrix vs Channelscaler
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Impartner PRM28%
Impartner PRM28%02ZINFI Unified Partner Management21%
ZINFI Unified Partner Management21%03Unifyr7%
Unifyr7%04Ansira7%
Ansira7%05Channeltivity4%
Channeltivity4%06Salesforce Marketing Cloud4%
Salesforce Marketing Cloud4%07Mindmatrix2%
Mindmatrix2%08StructuredWeb2%
StructuredWeb2%09SproutLoud2%
SproutLoud2%10HubSpot Marketing Hub0%
HubSpot Marketing Hub0%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 4.20, 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.
PartnerStack67%
6 of 9 labels negative · 5 of 14 models · 3 hard negative
“Legacy PRM ... tools that have added a content repository and called it "through-channel marketing automation" (e.g., older versions of PartnerStack, SalesLoft (acquired), or older PRM incumbents” DeepSeek V4 Flash, negative prompt
Salesforce Marketing Cloud44%
7 of 16 labels negative · 5 of 14 models · 2 hard negative
“Avoid Per-Seat/Per-Contact Models: Platforms like Adobe Experience Cloud or Salesforce Marketing Cloud charge based on data volume or contacts” Qwen 3.7 Flash, budget prompt
HubSpot Marketing Hub42%
5 of 12 labels negative · 4 of 14 models · 1 hard negative
“Avoid platforms that are essentially SMB tools (Mailchimp, ActiveCampaign, basic HubSpot tiers)” GLM 4.7 FlashX, negative prompt
Impartner PRM7%
4 of 55 labels negative · 4 of 14 models
“Impartner PRM" and "Unifyr" are among the top choices ... but also notes that they have some limitations, such as "Limited customization" and "enterprise-grade rigidity” Llama 4 Maverick, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
79 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. 1098 links across 321 sites, every framing counted. Ranked by the number of answers carrying the site or page. 28 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.
43 answers · 93 citations · 13 models
vendor site · ZINFI32 answers · 82 citations · 9 models
vendor site · Impartner24 answers · 38 citations · 10 models
vendor site · InsiderOne17 answers · 23 citations · 9 models
vendor site · Maestra16 answers · 17 citations · 8 models
publisher (Gane)13 answers · 23 citations · 9 models
13 answers · 13 citations · 9 models
vendor site · SproutLoud12 answers · 26 citations · 8 models
12 answers · 21 citations · 9 models
vendor site · Improvado12 answers · 15 citations · 6 models
12 answers · 14 citations · 7 models
vendor site · Braze11 answers · 13 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 · 12 models
12 answers · 8 models
11 answers · 6 models
10 answers · 8 models
10 answers · 6 models
9 answers · 7 models
9 answers · 7 models
8 answers · 6 models
8 answers · 6 models
8 answers · 7 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 |
|---|---|---|---|---|---|---|---|---|
| Impartner PRM impartner.com | 28% | 312 | 110 | 1 | 63,020 | 7 | 2 | |
| ZINFI Unified Partner Management zinfi.com | 21% | 237 | 10 | 0 | 70,639 | 3 | ||
| Ansira ansira.com Ansira 7%, The Ansira Platform 2% | 9% | 49 | 1,900 | 43 | 6,747 | 6 | 1 | |
| Unifyr unifyr.com | 7% | 151 | 210 | 2 | 2,877 | 9 | 5 | |
| SOCi meetsoci.com | 5% | 129 | 14,800 | 168 | 249,940 | |||
| Salesforce parent site Salesforce Marketing Cloud 4%, Salesforce PRM 2% | 5% | 317 | 550,000 | 60,632 | ||||
| Birdeye birdeye.com | 4% | 355 | 22,200 | 380 | 6,787,611 | $1,735 | 110 | |
| Channeltivity channeltivity.com | 4% | 99 | 210 | 0 | 2,179 | |||
| Mindmatrix mindmatrix.net Mindmatrix 2%, Mindmatrix Bridge 2% | 4% | 68 | 720 | 5 | 3,681 | 4 | ||
| Structured structured.ai StructuredWeb 2%, Structured 2% | 4% | 43 | 12,100 | 273,655 | 716 | 0 |
Google's top ten for the two searches hold 14 sites; 7 of them are among the sites the models cited here (braze.com, g2.com, impartner.com, improvado.io, sproutloud.com, 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 PRMChangedAnsiraImpartner PRMno first choicenothing named
Four alternatives
Impartner PRM, Introw, Mindmatrix, StructuredOne alternative
ChannelscalerFour alternatives
360insights, Impartner PRM, Mindmatrix, UnifyrTwo alternatives
Unifyr, ZINFI Unified Partner ManagementGPT-5.4 miniUnifyrBirdeye, Impartner PRMChangedImpartner PRMBrandMuscleagainst: Zohono first choicenothing named
Two alternatives
Adobe Marketo Engage, Salesforce Marketing Cloud Account EngagementFive alternatives
Channeltivity, StructuredWeb, Unifyr, ZINFI Unified Partner Management, e2openOne alternative
SproutLoudGemini 3.5 FlashImpartner PRM, UnifyrUnifyrChangedAnsiraStructuredWeb, Unifyrno first choicenothing named
Three alternatives
Ansira, Mindmatrix, StructuredWebThree alternatives
Impartner PRM, SproutLoud, WorkSpanFour alternatives
Aprimo, Impartner PRM, StructuredWeb, UnifyrTwo alternatives
Ansira, MindmatrixPerplexity SonarMindmatrixagainst: Adobe Marketo EngageImpartner PRMChangedImpartner PRMAnsirano first choiceagainst: AdRoll, Adobe Advertising, HubSpot Marketing Hub, Klaviyo, Pinterest, Reddit, Snapchat, Telegram Ads, X
Two alternatives
Impartner PRM, Salesforce Marketing CloudOne alternative
UnifyrFour alternatives
Ansira, StructuredWeb, Unifyr, ZINFI Unified Partner ManagementOne alternative
Salesforce Marketing CloudGrok 4.20ZINFI Unified Partner ManagementAnsiraChangedZINFI Unified Partner ManagementThe Ansira Platform, ZINFI Unified Partner Managementagainst: HubSpot Marketing Hub, Salesforce Marketing CloudChanneltivity, ZINFI Unified Partner Managementagainst: PartnerStack, impact.comagainst: Ansira, Channeltivity, Impartner PRM, Mindmatrix PRM, StructuredWeb, ZINFI Unified Partner Management
Three alternatives
Ansira, Impartner PRM, Mindmatrix BridgeSix alternatives
360insights, Everflow, Impartner PRM, Mindmatrix, Partnerize, StructuredFour alternatives
Impartner PRM, Mindmatrix Bridge, StructuredWeb, UnifyrTwo alternatives
Impartner PRM, SproutLoudTwo alternatives
Salesforce Marketing Cloud, Salesforce PRMMistral SmallImpartner PRMBirdeye, Impartner PRMChangedImpartner PRM, ZINFI Unified Partner ManagementSalesforce Marketing Cloudno first choiceagainst: Klaviyo, Oracle Eloqua, Salesforce Marketing Cloud
Four alternatives
StructuredWeb, The Ansira Platform, Unifyr, ZINFI Unified Partner ManagementTwo alternatives
The Ansira Platform, UnifyrTwo alternatives
HubSpot Marketing Hub, ZINFI Unified Partner ManagementDeepSeek V4 FlashZINFI Unified Partner ManagementSOCi, ZINFI Unified Partner ManagementChangedZINFI Unified Partner Managementagainst: PartnerStack, Salesforce PRMZINFI Unified Partner Managementagainst: Channeltivityno first choiceagainst: Channelscaler, Embrace, Microsoft Dynamics 365 Sales, Ontraport, PartnerStack, ReachForce, Salesforce, Salesfusion, Salesloft
Three alternatives
Impartner PRM, Mindmatrix Bridge, SproutLoudTwo alternatives
Birdeye, impact.comSix alternatives
BrandMuscle, Impartner PRM, Mindmatrix, SproutLoud, StructuredWeb, UnifyrOne alternative
Impartner PRMLlama 4 Maverickno first choiceAnsira, Impartner PRMChangedno first choiceSalesforce Marketing Cloudno first choiceagainst: Adobe Experience Cloud, Impartner PRM, Unifyr
Three alternatives
ActiveCampaign, Brevo, HubSpot Marketing HubQwen 3.7 FlashZINFI Unified Partner Managementagainst: Adobe Marketo Engage, HubSpot Marketing Hub, Microsoft Dynamics 365 Sales, Salesforce Marketing Cloud, Salesforce PRMImpartner PRMChangedAnsiraMindmatrix Bridgeagainst: Adobe Experience Cloud, Salesforce Marketing Cloudno first choiceagainst: Salesforce Marketing Cloudagainst: HubSpot Partner Portals, LowerTide, Microsoft Dynamics Customer Engagement, Oracle NetSuite Channel Management, PartnerStack, Standard Salesforce Communities
Two alternatives
Ansira, Impartner PRMTwo alternatives
Salesforce PRM, ZINFI Unified Partner ManagementThree alternatives
Impartner PRM, Mindmatrix, ZINFI Unified Partner ManagementFour alternatives
Impartner PRM, PartnerStack, Trackdesk, ZINFI Unified Partner ManagementKimi K2Structured, ZINFI Unified Partner ManagementImpartner PRM, SOCiChangedImpartner PRMZINFI Unified Partner Managementagainst: SproutLoudImpartner PRMnothing named
Three alternatives
Impartner PRM, SproutLoud, UnifyrThree alternatives
Birdeye, PartnerStack, YextThree alternatives
SproutLoud, Unifyr, ZINFI Unified Partner ManagementOne alternative
Impartner TCMAThree alternatives
Mindmatrix, SproutLoud, ZINFI Unified Partner ManagementGLM 4.7 FlashXImpartner PRMEverflow, SOCiChangedZINFI Unified Partner ManagementSalesforce PRM, impact.comno first choiceagainst: ActiveCampaign, Adobe Marketo Engage, Ansira, Google Campaign Manager 360, HubSpot Marketing Hub, Impartner PRM, Mailchimp, Mautic, Oracle Eloqua, Salesforce Marketing Cloud, SproutLoud, Unifyr
Three alternatives
Ansira Platform, Structured, ZINFI Unified Partner ManagementThree alternatives
Impartner PRM, StructuredWeb, UnifyrOne alternative
UnifyrMiniMax M2.5Impartner PRM, ZINFI Unified Partner ManagementYext, ZINFI Unified Partner ManagementChangedSproutLoudChanneltivityno first choicenothing named
One alternative
StructuredSix alternatives
Ansira, Birdeye, PartnerStack, SOCi, Uberall, impact.comTwo alternatives
Impartner PRM, UnifyrTwo alternatives
Impartner PRM, ZINFI Unified Partner ManagementThree alternatives
Adobe Experience Cloud, Salesforce, ZobrxGPT-6 LunaImpartner PRMSproutLoudChangedStructuredChannelscalerno first choiceagainst: Channelscaler, Crossbeam, Impartner PRM, PartnerStack, Unifyr, ZINFI Unified Partner Management
Two alternatives
Structured, ZINFI Unified Partner ManagementTwo alternatives
Uberall, ZINFI Unified Partner ManagementFive alternatives
Ansira, Impartner PRM, Mindmatrix, Unifyr, ZINFI Unified Partner ManagementTwo alternatives
Impartner PRM, ZINFI Unified Partner ManagementMuse Glimmer 30BZINFI Unified Partner ManagementImpartner PRMChangedImpartner PRM, Zift Solutions – ZiftONE Channel PlatformImpartner PRMno first choiceagainst: Ansira, PartnerStack, Salesforce Marketing Cloud, Salesforce PRM, StructuredWeb
Two alternatives
Impartner PRM, Mindmatrix BridgeTwo alternatives
Unifyr, ZINFI Unified Partner ManagementTwo alternatives
The Ansira Platform, ZINFI Unified Partner Management UPMTwo alternatives
Unifyr, ZINFI Unified Partner ManagementBold 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.
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 | 2026-11-01 11:25 | yes | 18 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:28 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:23 | yes | 6 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:44 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:59 | yes | 17 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:42 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:21 | yes | 24 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:36 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:55 | yes | 10 | 71 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:06 | yes | 23 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:15 | yes | 24 | 65 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:07 | yes | 19 | 43 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:30 | yes | 1 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:24 | yes | 12 | 14 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:02 | yes | 10 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:05 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:37 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:47 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:30 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:24 | yes | 10 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:13 | yes | 25 | 40 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:19 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:06 | yes | 10 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:34 | yes | 20 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:25 | yes | 10 | 51 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:07 | yes | 10 | 32 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:25 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:42 | yes | 13 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:18 | yes | 14 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:14 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:18 | yes | 10 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:52 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:58 | yes | 12 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:20 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:10 | yes | 23 | 43 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:23 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:08 | yes | 18 | 43 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:20 | yes | 23 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:44 | yes | 24 | 51 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:09 | yes | 24 | 50 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:42 | yes | 7 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:49 | yes | 25 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:54 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:36 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:41 | yes | 8 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:27 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:52 | yes | 14 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:19 | yes | 13 | 11 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:10 | yes | 25 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:36 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:31 | yes | 25 | 77 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:42 | yes | 24 | 43 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:45 | yes | 22 | 29 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:50 | yes | 24 | 54 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:09 | yes | 3 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:23 | yes | 23 | 35 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:47 | yes | 28 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:31 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:39 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:36 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:16 | yes | 15 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:34 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:29 | yes | 23 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:19 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:55 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:29 | yes | 24 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:46 | yes | 24 | 29 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:20 | yes | 13 | 38 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:50 | yes | 4 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:33 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:59 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:01 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:35 | yes | 17 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:11 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:26 | yes | 17 | 19 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:12 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:19 | yes | 23 | 64 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:53 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:26 | yes | 13 | 46 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:44 | yes | 21 | 85 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:23 | yes | 25 | 53 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:32 | yes | 13 | 74 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:33 | yes | 5 | 32 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:05 | yes | 24 | 36 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
Adobe read as Adobe Experience Cloud
HubSpot read as HubSpot Marketing Hub
HubSpot (Enterprise tier) read as HubSpot Marketing Hub
Impartner read as Impartner PRM
Magentrix read as Magentrix PRM
ZINFI 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
Ansira Platform
Aptify
Channel Insights
Channelur
Embrace
Gage Market Platform
HubSpot Partner Portals
Impartner TCMA
LowerTide
Marcom-central
MarketSnare
Microsoft Dynamics Customer Engagement
Oracle
Oracle NetSuite Channel Management
ReachForce
SAP
SAP Channel Manager
Salesforce
Salesfusion
Standard Salesforce Communities
Synchrony / Channel Mechanics
Telegram Ads
ZINFI Unified Partner Management UPM
Zift Solutions – ZiftONE Channel Platform
Zobrx
Zoho
Discontinued, still offered
No shut-down product was recommended here.