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
17%
Contested · HubSpot Marketing Hub 9%
17Impartner PRM09HubSpot Marketing Hub09PartnerStack66others
17% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Impartner PRM (17%) replaces Channelscaler (10% then, 2% now), 15 points clear, past the 11-point floor.Impartner PRM leads at 17%, replacing Channelscaler, which led at 10% and stands at 2% now: 15 points clear, past the 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.This pageEnterpriseImpartner PRM28%Contested▲+3Since October 2026: 25% → 28%, +3 points. Inside the 11-point floor: within noise.Standing →
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.This pageEnterpriseImpartner PRM28%Contested▲+3Since October 2026: 25% → 28%, +3 points. Inside the 11-point floor: within noise.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 October 2026
01Impartner PRM17%20%45accepted challenger▲+12Since October 2026: 5% → 17%, +12 points. Past the 11-point floor: movement.5% → 17%
Impartner PRM17%20%45accepted challenger▲+12Since October 2026: 5% → 17%, +12 points. Past the 11-point floor: movement.5% → 17%02
HubSpot Marketing Hub9%14%21accepted challenger▲+2Since October 2026: 7% → 9%, +2 points. Inside the 11-point floor: within noise.7% → 9%
HubSpot Marketing Hub9%14%21accepted challenger▲+2Since October 2026: 7% → 9%, +2 points. Inside the 11-point floor: within noise.7% → 9%03
PartnerStack9%29%17criticized challenger▲+2Since October 2026: 7% → 9%, +2 points. Inside the 11-point floor: within noise.7% → 9%
PartnerStack9%29%17criticized challenger▲+2Since October 2026: 7% → 9%, +2 points. Inside the 11-point floor: within noise.7% → 9%04
Unifyr5%23%44accepted challenger▼−4Since October 2026: 9% → 5%, −4 points. Inside the 11-point floor: within noise.9% → 5%
Unifyr5%23%44accepted challenger▼−4Since October 2026: 9% → 5%, −4 points. Inside the 11-point floor: within noise.9% → 5%05
SproutLoud5%0%16accepted challenger▲+2Since October 2026: 3% → 5%, +2 points. Inside the 11-point floor: within noise.3% → 5%
SproutLoud5%0%16accepted challenger▲+2Since October 2026: 3% → 5%, +2 points. Inside the 11-point floor: within noise.3% → 5%06
ZINFI Unified Partner Management2%21%34accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%
ZINFI Unified Partner Management2%21%34accepted challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 11-point floor: within noise.3% → 2%07
Mindmatrix2%11%18accepted challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 11-point floor: within noise.10% → 2%
Mindmatrix2%11%18accepted challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 11-point floor: within noise.10% → 2%08
Channelscaler2%6%16accepted challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 11-point floor: within noise.10% → 2%
Channelscaler2%6%16accepted challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 11-point floor: within noise.10% → 2%09
Ansira2%8%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Ansira2%8%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%10
Channeltivity2%15%20accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Channeltivity2%15%20accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the one product at 0%, ordered by negative rate
11
StructuredWeb0%6%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
StructuredWeb0%6%16accepted 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.
Head to head
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Impartner PRM17%
Impartner PRM17%02HubSpot Marketing Hub9%
HubSpot Marketing Hub9%03PartnerStack9%
PartnerStack9%04Unifyr5%
Unifyr5%05SproutLoud5%
SproutLoud5%06ZINFI Unified Partner Management2%
ZINFI Unified Partner Management2%07Mindmatrix2%
Mindmatrix2%08Channelscaler2%
Channelscaler2%09Ansira2%
Ansira2%10Channeltivity2%
Channeltivity2%11StructuredWeb0%
StructuredWeb0%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.
Impartner PRM20%
9 of 45 labels negative · 7 of 14 models · 2 hard negative
“three vendors show the most consistent negative signals right now ... "recurring concerns include setup complexity, hard-coded configuration, reporting limitations"” Muse Glimmer 30B, negative prompt
Unifyr23%
10 of 44 labels negative · 7 of 14 models · 2 hard negative
“Unifyr/Zift (for mid-market) ... carry the most consistent, documented complaints in the space” Muse Glimmer 30B, negative prompt
ZINFI Unified Partner Management21%
7 of 34 labels negative · 5 of 14 models · 2 hard negative
“Negative share 32% in the GTM AI index ... "A high negative share on a product with few labels is a warning."” Muse Glimmer 30B, negative prompt
PartnerStack29%
5 of 17 labels negative · 4 of 14 models
“PartnerStack, if you need full TCMA: Its materials emphasize referral and affiliate partnerships tracked through links... don't assume it covers the co-branded campaigns, local execution, or MDF workflows you need” GPT-6 Luna, 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
76 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. 1026 links across 316 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.
46 answers · 82 citations · 13 models
vendor site · ZINFI35 answers · 67 citations · 12 models
17 answers · 18 citations · 11 models
vendor site · SproutLoud16 answers · 30 citations · 11 models
vendor site · Impartner15 answers · 27 citations · 10 models
vendor site · SourceForge15 answers · 18 citations · 7 models
13 answers · 13 citations · 8 models
vendor site · JourneyBee12 answers · 14 citations · 9 models
publisher (Gane)12 answers · 13 citations · 7 models
vendor site · Guideflow12 answers · 12 citations · 6 models
vendor site · Improvado12 answers · 12 citations · 7 models
11 answers · 12 citations · 7 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.
22 answers · 12 models
13 answers · 8 models
13 answers · 10 models
10 answers · 7 models
9 answers · 7 models
8 answers · 6 models
8 answers · 6 models
7 answers · 7 models
7 answers · 6 models
7 answers · 6 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 | 17% | 312 | 110 | 1 | 63,020 | 7 | 2 | |
| HubSpot parent site HubSpot Marketing Hub 9% | 9% | 991 | 368,000 | 9,776 | ||||
| PartnerStack partnerstack.com | 9% | 401 | 4,400 | 68 | 27,495 | 16 | ||
| Unifyr unifyr.com | 5% | 151 | 210 | 2 | 2,877 | 9 | 5 | |
| SproutLoud sproutloud.com | 5% | 43 | 390 | 4 | 461 | 9 | ||
| Brevo brevo.com | 5% | 440 | 40,500 | 327 | 81,741 | $17,847 | 106 | |
| Kiflo PRM kiflo.com | 3% | 145 | 20 | 0 | 1,941 | $457 | 5 | |
| SOCi meetsoci.com | 3% | 129 | 14,800 | 168 | 249,940 | |||
| impact.com impact.com | 3% | 334 | 1,900 | 153 | 111,771 | $3,520 | 117 | |
| JourneyBee journeybee.io | 3% | 53 | 50 | 0 | 4,243 |
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, sproutloud.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 4.5UnifyrHubSpot Marketing HubChangedAnsira, MindmatrixBrevono first choicenothing named
Three alternatives
Channelscaler, HubSpot Marketing Hub, MindmatrixThree alternatives
BrightLocal, Channelscaler, Impartner PRMThree alternatives
Impartner PRM, Unifyr, ZINFI Unified Partner ManagementThree alternatives
HubSpot Marketing Hub, Mailchimp, RelevizeGPT-5.4 miniImpartner PRMagainst: AveretekImpartner PRM, YextChangedUnifyrAnsira, SproutLoudagainst: Impartner PRM, Unifyrno first choicenothing named
Two alternatives
Unifyr, ZINFI Unified Partner ManagementOne alternative
PartnerStackFive alternatives
Ansira, BrandMuscle, Impartner PRM, StructuredWeb, ZINFI Unified Partner ManagementTwo alternatives
ChannelMix, JourneyBeeGemini 3.5 FlashImpartner PRMImpartner PRM, SproutLoudChangedUnifyrKiflo PRM, xAmplifyagainst: Ansira, Impartner PRM, Unifyr, ZINFI Unified Partner Managementno first choicenothing named
Four alternatives
Channeltivity, Mindmatrix, SproutLoud, UnifyrFive alternatives
BrightLocal, Crossbeam, PartnerStack, Semrush Local, YextFive alternatives
Impartner PRM, Mindmatrix, SproutLoud, StructuredWeb, ZINFI Unified Partner ManagementTwo alternatives
Channeltivity, GoHighLevelPerplexity SonarHubSpot Marketing HubImpartner PRMChangedagainst: Everflow, PartnerStackImpartner PRMBrevono first choiceagainst: Adobe Experience Cloud, Amazon, Braze, Google, HubSpot Marketing Hub, LinkedIn, Meta, Pinterest, Reddit, Roku, Salesforce Marketing Cloud, Snapchat, Telegram, X
Six alternatives
6sense, Adobe Marketo Engage, Demandbase, Hey Sid, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account EngagementOne alternative
UnifyrFive alternatives
Ansira, Channext, StructuredWeb, Unifyr, ZINFI Unified Partner ManagementThree alternatives
ActiveCampaign, AdRoll, HubSpot Marketing HubGrok 4.20Impartner PRMagainst: Adobe Marketo Engage, HubSpot Marketing Hub, PartnerStackBirdeye, PartnerStackChangedImpartner PRM, ZINFI Unified Partner Managementagainst: Salesforce PRMChanneltivityagainst: Impartner PRMZINFI Unified Partner Managementagainst: Braze, Klaviyoagainst: ChannelSale, Mapp, Mindmatrix, StructuredWeb, Unifyr
Two alternatives
Channeltivity, SproutLoudEight alternatives
BrightLocal, Introw, Partner.io, SOCi, Thryv, Uberall, Yext, impact.comThree alternatives
Ansira Platform, Channeltivity, Mindmatrix PRMTwo alternatives
StructuredWeb, ZINFI Unified Partner ManagementFour alternatives
BrandMuscle, Marvia, Salesforce Partner Communities + Marketing Cloud, SproutLoudMistral SmallHubSpot Marketing HubBrightLocal, JourneyBeeChangedSproutLoudAdRoll, Nativo, Unifyrno first choiceagainst: Ansira Platform, Impartner PRM, Unifyr, ZINFI Unified Partner Management
Three alternatives
Adobe Marketo Engage, Hey Sid, Salesforce Marketing Cloud Account EngagementTwo alternatives
Birdeye, ChanneltivityThree alternatives
Channelscaler, Impartner PRM, UnifyrTwo alternatives
EngageBay, Systeme.ioDeepSeek V4 FlashImpartner PRMPartnerStack, SOCiChangedagainst: BrightLocal, SE RankingImpartner PRM, ZINFI Unified Partner Managementagainst: Channeltivity, Salesforce PRMKiflo PRMagainst: Channeltivity, Impartner PRM, Mindmatrix, Unifyr, ZINFI Unified Partner Managementno first choiceagainst: AdRoll, ChannelSale, HubSpot Marketing Hub, Impartner PRM, Marketing 360, Unifyr, ZINFI Unified Partner Management
Two alternatives
Mindmatrix, ZINFI Unified Partner ManagementFour alternatives
Everflow, Introw, Yext, impact.comSix alternatives
BrandMuscle, Mindmatrix, PartnerStack, SproutLoud, StructuredWeb, UnifyrTwo alternatives
ActiveCampaign, BrevoLlama 4 MaverickHubSpot Marketing HubJourneyBeeChangedno first choiceMailchimpno first choicenothing named
Four alternatives
PartnerStack, SproutLoud, Unifyr, ZINFI Unified Partner ManagementTwo alternatives
Brevo, Zoho Marketing+Qwen 3.7 FlashImpartner PRMPartnerStack, YextChangedZINFI Unified Partner Managementagainst: Salesforce PRMPartnerPortal.ioagainst: Unifyr, ZINFI Unified Partner Managementno first choiceagainst: Salesforce PRMagainst: Magentrix PRM, MioDatos, Selligent
Two alternatives
Mindmatrix PRM, UnifyrThree alternatives
Channelscaler, Kiflo PRM, UberallThree alternatives
Highspot, MioDatos, SeismicTwo alternatives
JourneyBee, Kiflo PRMKimi K2ChannelscalerBirdeye, PartnerStackChangedagainst: Impartner PRMAnsiraMindmatrixno first choicenothing named
Four alternatives
Channeltivity, Introw, Kiflo PRM, ZINFI Unified Partner ManagementThree alternatives
Channelscaler, Podium, SOCiSix alternatives
BrandMuscle, Impartner PRM, Mindmatrix, SproutLoud, Unifyr, ZINFI Unified Partner ManagementTwo alternatives
ActiveCampaign, Zoho Marketing+GLM 4.7 FlashXImpartner PRMSOCi, impact.comChangedno first choiceimpact.comagainst: PartnerStackno first choiceagainst: Channable, Madgicx, Marketing 360, PartnerStack, Zinfi TCMA, tvScientific
Four alternatives
Channeltivity, Mindmatrix PRM, Unifyr, ZINFI Unified Partner ManagementTwo alternatives
BrightLocal, KademiEight alternatives
Ansira, Aprimo, BrandMuscle, Impartner PRM, Mindmatrix, SproutLoud, StructuredWeb, ZINFI Unified Partner ManagementThree alternatives
FirstPromoter, Mailchimp, Zoho CampaignsMiniMax M2.5Impartner PRMPartnerStack, UberallChangedMindmatrix, SproutLoudBrevo, HubSpot Marketing Hubno first choicenothing named
Four alternatives
AdRoll ABM, Channeltivity, Mindmatrix PRM, ZINFI Unified Partner ManagementFour alternatives
BrightLocal, Channelscaler, SOCi, UnifyrTwo alternatives
HubSpot Marketing Hub, Salesforce PRMOne alternative
UnifyrGPT-6 LunaUnifyrSproutLoudChangedStructuredxAmplifyagainst: Kiflo PRMno first choiceagainst: PartnerStack
Two alternatives
Impartner PRM, ZINFI Unified Partner ManagementOne alternative
Impartner PRMSix alternatives
Ansira, Impartner PRM, Mindmatrix, SproutLoud, Unifyr, ZINFI Unified Partner ManagementMuse Glimmer 30BUnifyr, formerly Zift Solutions / ZiftONE, ZINFI Unified Partner Management, UPMLocal Brand XChangedagainst: YextAnsiraPartnerPortal.ioagainst: Channelscaler, Channeltivity, Impartner PRM, Unifyr, ZINFI Unified Partner Managementno first choiceagainst: Impartner PRM, Unifyr, ZINFI Unified Partner Management
One alternative
Impartner PRMSix alternatives
BrightLocal, Impartner PRM, Introw, SOCi, Uberall, ZINFI Unified Partner ManagementFive alternatives
Impartner PRM, Mindmatrix PRM, StructuredWeb, Unifyr, ZINFI Unified Partner ManagementTwo alternatives
Kiflo PRM, impact.comBold 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 12:40 | yes | 16 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:05 | yes | 3 | 5 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 13:14 | yes | 8 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:25 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:28 | yes | 19 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:57 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:02 | yes | 24 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:49 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:25 | yes | 9 | 57 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:49 | yes | 20 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:16 | yes | 25 | 38 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:04 | yes | 10 | 40 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:08 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:15 | yes | 24 | 35 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:59 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:23 | yes | 2 | 5 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 12:56 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:38 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:15 | yes | 10 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:18 | yes | 10 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:15 | yes | 25 | 45 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:11 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:36 | yes | 15 | 78 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:38 | yes | 20 | 48 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:34 | yes | 25 | 28 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:16 | no | 0 | 13 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:46 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:20 | yes | 13 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:22 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:19 | yes | 6 | 8 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 15:08 | yes | 12 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 17:26 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:28 | yes | 15 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:11 | yes | 25 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:19 | yes | 22 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:31 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:43 | yes | 5 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:04 | yes | 19 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:06 | yes | 22 | 56 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:20 | yes | 24 | 41 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:08 | yes | 9 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:03 | yes | 14 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:35 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:25 | 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 08:42 | yes | 10 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:43 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:31 | yes | 20 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:20 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:29 | yes | 25 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:52 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:49 | yes | 13 | 71 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:03 | yes | 25 | 66 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:25 | yes | 24 | 90 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:46 | yes | 22 | 52 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:21 | yes | 2 | 24 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:41 | yes | 23 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:54 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:23 | yes | 7 | 9 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 15:29 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:13 | yes | 10 | 13 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:12 | yes | 10 | 19 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:16 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:18 | yes | 23 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:07 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:10 | yes | 19 | 60 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:23 | yes | 15 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:11 | yes | 15 | 37 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:56 | no | 0 | 41 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:28 | yes | 1 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:34 | yes | 15 | 29 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:46 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:16 | yes | 5 | 6 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 12:40 | yes | 9 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:18 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:12 | yes | 15 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:57 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:47 | yes | 24 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:40 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:03 | yes | 24 | 89 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:51 | yes | 23 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:49 | yes | 25 | 90 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:55 | no | 0 | 17 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:49 | yes | 2 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:27 | yes | 23 | 27 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 (Starter Tier) read as HubSpot Marketing Hub
Impartner read as Impartner PRM
Kiflo read as Kiflo PRM
Magentrix read as Magentrix PRM
SEMrush read as Semrush Local
Salesforce Partner Relationship Management read as Salesforce PRM
Salesforce Partner Relationship Management (PRM) read as Salesforce 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
Almonds AI
Ansira Platform
Averetek
Brandscale
ChannelAssist
ChannelMix
ChannelVantage
ChannelX (from Allocadia)
Channelux
Computer Market Research
DemandBridge
Google
Gorilla Corporation
HubSpot's Local Marketing Hub
Impactive
LinkedIn
Local Brand X
Magentify
Magnetize (from Splash)
Mapp
Meta
Microsoft Dynamics 365 Partner Center
Salesforce
Salesforce Partner Communities + Marketing Cloud
Selligent
Silo
SiriusDecisions/ DemandBase
Tapapp
Unifyr, formerly Zift Solutions / ZiftONE
ZINFI Unified Partner Management, UPM
Zinfi TCMA
Discontinued, still offered
No shut-down product was recommended here.