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. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
15%
Contested · Channelscaler 12%
15JourneyBee12Channelscaler08Brevo65others
15% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product at 0%, ordered by negative rate
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.
All twenty-eight head-to-head pages: the top eight products, each against each
JourneyBee vs PartnerStackJourneyBee vs ZINFI Unified Partner ManagementJourneyBee vs MindmatrixJourneyBee vs HubSpot Marketing HubChannelscaler vs UnifyrChannelscaler vs ChanneltivityChannelscaler vs PartnerStackChannelscaler vs ZINFI Unified Partner ManagementChannelscaler vs MindmatrixChannelscaler vs HubSpot Marketing HubUnifyr vs ChanneltivityUnifyr vs PartnerStackUnifyr vs ZINFI Unified Partner ManagementUnifyr vs MindmatrixUnifyr vs HubSpot Marketing HubChanneltivity vs PartnerStackChanneltivity vs ZINFI Unified Partner ManagementChanneltivity vs MindmatrixChanneltivity vs HubSpot Marketing HubPartnerStack vs ZINFI Unified Partner ManagementPartnerStack vs MindmatrixPartnerStack vs HubSpot Marketing HubZINFI Unified Partner Management vs MindmatrixZINFI Unified Partner Management vs HubSpot Marketing HubMindmatrix vs HubSpot Marketing Hub
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 →
01
02
03
04
05
06
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01JourneyBee15%
JourneyBee15%02Channelscaler12%
Channelscaler12%03Unifyr8%
Unifyr8%04Channeltivity6%
Channeltivity6%05PartnerStack6%
PartnerStack6%06ZINFI Unified Partner Management4%
ZINFI Unified Partner Management4%07Mindmatrix2%
Mindmatrix2%08HubSpot Marketing Hub2%
HubSpot Marketing Hub2%09Impartner PRM2%
Impartner PRM2%10Ansira0%
Ansira0%What they warned about
One of twelve models held their first choice under the paraphrase. 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 and MiniMax M2.5 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 PRM44%
15 of 34 labels negative · 5 of 12 models · 5 hard negative
“Beware the enterprise trap — platforms like Impartner ($25K+/year) ... completely unsuitable for a limited budget” DeepSeek V4 Flash, budget prompt
Unifyr26%
9 of 35 labels negative · 5 of 12 models · 2 hard negative
“Unifyr (formerly Zift) — Enterprise custom pricing” Kimi K2, budget prompt
Channelscaler21%
6 of 29 labels negative · 4 of 12 models · 3 hard negative
“Channelscaler ($50K+/year) are excellent but completely unsuitable for a limited budget” DeepSeek V4 Flash, budget prompt
HubSpot Marketing Hub29%
4 of 14 labels negative · 4 of 12 models · 1 hard negative
“General marketing automation tools (HubSpot, Marketo): Not designed for partner-facing localized campaigns” Mistral Small, direct prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
20 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 312 links across 143 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
9 answers · 24 citations · 4 models
vendor site · Improvado8 answers · 12 citations · 2 models
vendor site · ZINFI7 answers · 15 citations · 4 models
6 answers · 8 citations · 3 models
vendor site · Ansira6 answers · 6 citations · 3 models
vendor site · xAmplify5 answers · 13 citations · 1 model
vendor site · JourneyBee5 answers · 8 citations · 3 models
vendor site · PartnerPortal.io5 answers · 7 citations · 2 models
5 answers · 5 citations · 3 models
vendor site · Forrester4 answers · 7 citations · 2 models
4 answers · 4 citations · 2 models
vendor site · Cometly4 answers · 4 citations · 2 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.
8 answers · 2 models
6 answers · 3 models
6 answers · 3 models
5 answers · 4 models
5 answers · 3 models
4 answers · 2 models
4 answers · 2 models
4 answers · 2 models
3 answers · 2 models
3 answers · 3 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 |
|---|---|---|---|---|---|---|---|---|
| JourneyBee journeybee.io | 15% | 53 | 50 | 0 | 4,243 | |||
| Channelscaler channelscaler.com | 12% | 141 | 260 | 3 | 948 | $279 | 13 | |
| Unifyr unifyr.com | 8% | 151 | 210 | 2 | 2,877 | 9 | 5 | |
| Brevo brevo.com | 8% | 440 | 40,500 | 327 | 81,741 | $17,847 | 106 | |
| Channeltivity channeltivity.com | 6% | 99 | 210 | 0 | 2,179 | |||
| PartnerStack partnerstack.com | 6% | 401 | 4,400 | 68 | 27,495 | 16 | ||
| ZINFI Unified Partner Management zinfi.com | 4% | 237 | 10 | 0 | 70,639 | 3 | ||
| xAmplify xamplify.com | 4% | 11 | 110 | 0 | 1,015 | 0 | 9 | |
| Birdeye birdeye.com | 4% | 355 | 22,200 | 380 | 6,787,611 | $1,735 | 110 | |
| PartnerPortal.io partnerportal.io | 4% | 89 | 30 | 0 | 1,437 |
Google's top ten for the two searches hold 14 sites; 6 of them are among the sites the models cited here (ansira.com, g2.com, improvado.io, technologyadvice.com, xamplify.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 4.5no first choiceno first choiceHeldno first choiceKiflo PRMno first choicenothing named
Five alternatives
Channelscaler, PartnerStack, Structured, Unifyr, ZINFI Unified Partner ManagementTwo alternatives
Mailchimp, Zoho's marketing suiteGPT-5.4 miniHubSpot Marketing HubPartnerStack, The Ansira PlatformChangedno first choiceImpartner PRMno first choicenothing named
One alternative
Adobe Marketo EngageOne alternative
Impartner PRMThree alternatives
Channelscaler, HubSpot Marketing Hub, UnifyrGemini 3.5 FlashChannelscaleragainst: Channeltivity, Impartner PRMChanneltivity, MindmatrixChangedStructured, UnifyrGoTu Grow by Extuagainst: Impartner PRM, Structured, Unifyrno first choiceagainst: Impartner PRM, Mindmatrix, SproutLoud, Unifyr
Three alternatives
Mindmatrix, ZINFI Unified Partner Management, xAmplifyTwo alternatives
PartnerStack, UnifyrFour alternatives
Impartner PRM, Mindmatrix, SproutLoud, ZINFI Unified Partner ManagementThree alternatives
Kiflo PRM, SproutLoud, xAmplifyPerplexity SonarUnifyrJourneyBeeChangedno first choiceBrevoagainst: HubSpot Marketing Hubno first choicenothing named
Three alternatives
Channeltivity, HubSpot Marketing Hub, JourneyBeeThree alternatives
Channelscaler, Channeltivity, Partner FleetTwo alternatives
Mailchimp, UnifyrGrok 4.20Channelscaleragainst: Impartner PRM, ZINFI Unified Partner ManagementChanneltivityChangedagainst: Impartner PRM, PartnerStack, YextAnsiraagainst: Impartner PRMxAmplifyagainst: ActiveCampaign, Brevo, HubSpot Marketing Hub, Impartner PRM, Mindmatrix, Unifyrno first choiceagainst: Ansira, Unifyr, ZINFI Unified Partner Management
Four alternatives
Channeltivity, JourneyBee, Mindmatrix, UnifyrTwo alternatives
BrightLocal, Google Business ProfileSix alternatives
BrandMuscle, Channeltivity, Magentrix PRM, SproutLoud, Unifyr, ZINFI Unified Partner ManagementTwo alternatives
SwipeBuilder, ZINFI Unified Partner ManagementMistral SmallJourneyBee, Unifyragainst: Adobe Marketo Engage, HubSpot Marketing HubJourneyBeeChangedInsiderBrevo, Omnisendagainst: Channelscaler, Unifyrno first choiceagainst: ActiveCampaign, Cherrington Media LLC, Impartner PRM, Klaviyo, Mavely, Mindmatrix PRM, Smartly, Structured Web, ZINFI Unified Partner Management
One alternative
ChannelscalerFour alternatives
ActiveCampaign, ChannelSailer, HubSpot Marketing Hub, TapfiliateSeven alternatives
ActiveCampaign, Adobe Marketo Engage, Braze, HubSpot Marketing Hub, Klaviyo, Omnisend, Salesforce Marketing CloudTwo alternatives
ActiveCampaign, HubSpot Marketing HubDeepSeek V4 FlashJourneyBeeagainst: Impartner PRMBirdeye, PartnerStackChangedagainst: YextImpartner PRM, Unifyr, ZINFI Unified Partner ManagementJourneyBee, PartnerPortal.ioagainst: Channelscaler, Impartner PRMno first choiceagainst: Channelscaler, HubSpot Marketing Hub, Impartner PRM, Salesforce-based PRM/through-channel, Unifyr, WordsStream, ZINFI Unified Partner Management
Three alternatives
Channelscaler, Mindmatrix, UnifyrFive alternatives
BrightLocal, Channelscaler, Crossbeam, Impartner PRM, Semrush LocalFive alternatives
Ansira, BrandMuscle, Channelscaler, Salesforce PRM, SproutLoudTwo alternatives
Kiflo PRM, MindmatrixLlama 4 MaverickHey SidChannelscalerChangedno first choiceBrevono first choicenothing named
Two alternatives
AdRoll ABM, HubSpot Marketing HubOne alternative
AnsiraThree alternatives
AdRoll, Choozle, SkaiQwen 3.7 FlashChannelscalerJourneyBee, Surefire LocalChangedImpartner PRMPartnerPortal.ioagainst: impact.comno first choiceagainst: Channelscaler, Hostaway, The Ansira Platform
Two alternatives
Impartner PRM, PartnerCenterOneTwo alternatives
Birdeye, ChannelscalerFour alternatives
Channeltivity, HubSpot Partner Portal, Mapped Marketing, UnifyrTwo alternatives
Kiflo PRM, PartnerStackKimi K2Unifyragainst: Channelscaler, Impartner PRM, Salesforce PRMChannelscaler, SE RankingChangedagainst: PartnerStackAnsira, UnifyrxAmplifyagainst: Channelscaler, Impartner PRM, StructuredWeb, UnifyrChannelscaler, ZINFI Unified Partner Managementagainst: Impartner PRM, Salesforce PRMagainst: Ansira, Impartner PRM, Mindmatrix, Unifyr, ZINFI Unified Partner Management
Four alternatives
Channeltivity, JourneyBee, ZINFI Unified Partner Management, xAmplifyTwo alternatives
Surefire Local, TapfiliateThree alternatives
Impartner PRM, Mindmatrix, ZINFI Unified Partner ManagementTwo alternatives
JourneyBee, ZINFI Unified Partner ManagementOne alternative
xAmplifyGLM 4.7 FlashXUnifyrBirdeye, BrightLocal, ChanneltivityChangedno first choiceBrevo, Ryze AIno first choiceagainst: Adobe Marketo Engage, Zoho CRM
Four alternatives
Channelscaler, Channeltivity, Impartner PRM, MindmatrixFour alternatives
Google Business Profile, Kiflo PRM, PartnerStack, monday CRMTwo alternatives
MailerLite, Tallium MarketingMiniMax M2.5JourneyBeePartnerStack, impact.comChangedImpartner PRM, UnifyrZINFI Unified Partner Managementno first choicenothing named
Four alternatives
Channeltivity, Mindmatrix, Unifyr, ZINFI Unified Partner ManagementFour alternatives
Birdeye, Bridge, Everflow, Google Business ProfileFour alternatives
Ansira, JourneyBee, Mindmatrix, ZINFI Unified Partner ManagementThree alternatives
ActiveCampaign, Brevo, xAmplifyBold 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.
Seventy-two 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 | 2026-09-14 23:20 | yes | 14 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:47 | yes | 5 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:09 | yes | 25 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:20 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:50 | yes | 0 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:20 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:57 | yes | 0 | 62 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:13 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:52 | yes | 0 | 40 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:00 | yes | 0 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:57 | yes | 0 | 147 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:04 | yes | 0 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:24 | no | 0 | 3 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:21 | yes | 3 | 9 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:04 | yes | 18 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 04:45 | yes | 20 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:25 | yes | 0 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:21 | yes | 0 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 22:59 | yes | 0 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:07 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 05:04 | yes | 0 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:09 | yes | 0 | 36 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:04 | yes | 0 | 33 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:07 | yes | 0 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:59 | yes | 15 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:23 | yes | 3 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:14 | yes | 28 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 03:19 | yes | 16 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:27 | yes | 0 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:32 | yes | 0 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 23:17 | yes | 0 | 16 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:02 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:47 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:24 | yes | 0 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:02 | yes | 0 | 66 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:00 | yes | 0 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:23 | yes | 15 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:31 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:12 | yes | 18 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 04:15 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:04 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:32 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:51 | yes | 0 | 57 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:34 | yes | 0 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:23 | yes | 0 | 42 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:00 | yes | 0 | 67 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:10 | yes | 0 | 88 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:24 | yes | 0 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:16 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:44 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:10 | yes | 11 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 03:28 | yes | 20 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:30 | yes | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:50 | yes | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:42 | yes | 0 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:32 | yes | 0 | 19 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:10 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:08 | yes | 0 | 43 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:56 | yes | 0 | 33 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 05:02 | yes | 0 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:37 | yes | 16 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:59 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:32 | yes | 21 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 04:48 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:57 | yes | 0 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:41 | yes | 0 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 23:54 | yes | 0 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:46 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:54 | yes | 0 | 68 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:25 | yes | 0 | 48 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:44 | yes | 0 | 17 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:33 | yes | 0 | 19 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
HubSpot 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
ZINFI read as ZINFI Unified Partner Management
ZINFI Technologies read as ZINFI Unified Partner Management
Zinfi read as ZINFI Unified Partner Management
Unresolved, counted raw
Ansira Incent
ChannelSailer (formerly Allbound)
Cherrington Media LLC
Ephesoft
GoTu Grow by Extu
Hostaway
HubSpot Partner Directory
LinkedIn
Mapped Marketing
PartnerCenterOne
Salesforce
Salesforce Partner Commerce
Salesforce-based PRM/through-channel
Structured Web
Tallium Marketing
Warmflow
WordsStream
Zoho's marketing suite
Discontinued, still offered
No shut-down product was recommended here.