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. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
25%
Contested · Unifyr 14%
25Impartner PRM14Unifyr12ZINFI Unified Partner Management49others
25% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products 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.
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
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% negative40%
Key
01Impartner PRM25%
Impartner PRM25%02Unifyr14%
Unifyr14%03ZINFI Unified Partner Management12%
ZINFI Unified Partner Management12%04Ansira10%
Ansira10%05Channelscaler4%
Channelscaler4%06SproutLoud2%
SproutLoud2%07Salesforce PRM2%
Salesforce PRM2%08Mindmatrix0%
Mindmatrix0%09JourneyBee0%
JourneyBee0%10HubSpot Marketing Hub0%
HubSpot Marketing Hub0%What they warned about
Zero of twelve 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 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.
Adobe Marketo Engage60%
3 of 5 labels negative · 3 of 12 models · 1 hard negative
“Don't try to make Marketo/Eloqua/Pardot do through-channel.” DeepSeek V4 Flash, negative prompt
Impartner PRM8%
3 of 39 labels negative · 3 of 12 models
“$60K–$500K+/year pricing, 3–9 month implementations, uneven UX across modules ... unaffordable/overkill unless you have hundreds of partners” DeepSeek V4 Flash, negative prompt
PartnerStack38%
3 of 8 labels negative · 3 of 12 models
“often stronger on partner recruiting, onboarding, referral management than on deep distributed marketing” GPT-5.4 mini, comparative prompt
Oracle Eloqua100%
2 of 2 labels negative · 2 of 12 models · 2 hard negative
“market share is shrinking, partner ecosystem has thinned, and UI hasn't kept pace” DeepSeek V4 Flash, negative 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
21 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. 316 links across 142 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.
vendor site · Improvado10 answers · 21 citations · 2 models
vendor site · InsiderOne10 answers · 13 citations · 3 models
8 answers · 12 citations · 3 models
vendor site · Ansira7 answers · 8 citations · 3 models
7 answers · 8 citations · 3 models
7 answers · 7 citations · 2 models
vendor site · Braze6 answers · 6 citations · 2 models
6 answers · 6 citations · 2 models
6 answers · 6 citations · 2 models
vendor site · JourneyBee5 answers · 10 citations · 3 models
vendor site · ZINFI5 answers · 9 citations · 3 models
vendor site · Maestra5 answers · 5 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.
9 answers · 2 models
9 answers · 2 models
7 answers · 3 models
7 answers · 3 models
7 answers · 3 models
7 answers · 2 models
6 answers · 3 models
6 answers · 2 models
6 answers · 2 models
6 answers · 2 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 | 25% | 312 | 110 | 1 | 63,020 | 7 | 2 | |
| Unifyr unifyr.com | 14% | 151 | 210 | 2 | 2,877 | 9 | 5 | |
| ZINFI Unified Partner Management zinfi.com | 12% | 237 | 10 | 0 | 70,639 | 3 | ||
| Ansira ansira.com | 10% | 49 | 1,900 | 43 | 6,747 | 6 | 1 | |
| SOCi meetsoci.com | 8% | 129 | 14,800 | 168 | 249,940 | |||
| Salesforce parent site Salesforce PRM 2%, Salesforce Partner Community 2%, Salesforce Marketing Cloud 2% | 6% | 317 | 550,000 | 60,632 | ||||
| Channelscaler channelscaler.com | 4% | 141 | 260 | 3 | 948 | $279 | 13 | |
| xAmplify xamplify.com | 4% | 11 | 110 | 0 | 1,015 | 0 | 9 | |
| impact.com impact.com | 4% | 334 | 1,900 | 153 | 111,771 | $3,520 | 117 | |
| SproutLoud sproutloud.com | 2% | 43 | 390 | 4 | 461 | 9 |
Google's top ten for the two searches hold 14 sites; 6 of them are among the sites the models cited here (ansira.com, braze.com, g2.com, improvado.io, technologyadvice.com, zinfi.com). The first result for “best through-channel marketing platform” is ansira.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best through-channel marketing platform for 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 4.5AnsiraSalesforce Partner CommunityChangedAnsiraChannelscalerno first choicenothing named
Seven alternatives
360insights, Channelscaler, Impartner PRM, Mindmatrix, Unifyr, ZINFI Unified Partner Management, xAmplifyFour alternatives
HubSpot Marketing Hub, Marketo or Adobe Marketo Engage, Sprinklr, TerminusFive alternatives
Channeltivity, Impartner PRM, Mindmatrix, Unifyr, ZINFI Unified Partner ManagementTwo alternatives
Impartner PRM, ZINFI Unified Partner ManagementGPT-5.4 miniUnifyragainst: Adobe Marketo EngageYext, impact.comChangedUnifyragainst: PartnerStackOracle Marketing / Oracle Responsysno first choicenothing named
One alternative
ChanneltivityOne alternative
UberallOne alternative
MarcomCentralOne alternative
SprinklrGemini 3.5 FlashStructuredUnifyrChangedAnsiraSproutLoudno first choicenothing named
Six alternatives
Ansira, BrandMuscle, Mindmatrix, SproutLoud, Unifyr, ZINFI Unified Partner ManagementThree alternatives
Impartner PRM, Salesforce PRM, SproutLoudFour alternatives
Mindmatrix, StructuredWeb, Unifyr, ZINFI Unified Partner ManagementTwo alternatives
StructuredWeb, UnifyrPerplexity SonarAnsiraAnsira, Impartner PRMChangedAnsira, Impartner PRMMaestraagainst: Adobe Experience Cloud, Salesforce Marketing Cloudno first choiceagainst: ActiveCampaign, Adobe Marketo Engage, Brevo, HubSpot Marketing Hub, Klaviyo, Omnisend, Oracle Eloqua, Salesforce Marketing Cloud
Three alternatives
Impartner PRM, Magentrix PRM, UnifyrFive alternatives
Channelscaler, JourneyBee, Mindmatrix, Unifyr, ZINFI Unified Partner ManagementOne alternative
HubSpot Marketing HubGrok 4.20UnifyrAnsira, Impartner PRM, SOCi, Salesforce PRMChangedagainst: PartnerStackno first choiceImpartner PRMagainst: HubSpot Marketing Hub, Salesforce Marketing Cloudno first choiceagainst: AdRoll, Ansira, Distribion, Hootsuite, Impartner PRM, Pica9, SocialPilot, Sprout Social, SproutLoud, TIE Kinetix, The Trade Desk
Three alternatives
Impartner PRM, WorkSpan, ZINFI Unified Partner ManagementFour alternatives
Ansira, Mindmatrix, Unifyr, ZINFI Unified Partner ManagementOne alternative
Impartner PRMMistral SmallImpartner PRMno first choiceChangedUnifyrZINFI Unified Partner Managementno first choicenothing named
Five alternatives
Ansira, Aprimo, Extu, Mindmatrix, UnifyrFour alternatives
Ansira, Impartner PRM, Mindmatrix, ZINFI Unified Partner ManagementTwo alternatives
Channelscaler, UnifyrDeepSeek V4 FlashImpartner PRM, Unifyragainst: ChannelscalerImpartner PRM, SOCiChangedImpartner PRM, Structured, ZINFI Unified Partner ManagementZINFI Unified Partner ManagementUnifyr, ZINFI Unified Partner Managementagainst: Act-On, Adobe Marketo Engage, Impartner PRM, Mindmatrix, Oracle Eloqua, Salesforce Marketing Cloud Account Engagement, SproutLoud, Unifyr, ZINFI Unified Partner Management
Two alternatives
Ansira, MindmatrixThree alternatives
Salesforce PRM, Unifyr, YextFour alternatives
Channelscaler, Extu, Mindmatrix, UnifyrThree alternatives
Impartner PRM, Unifyr, xAmplifyThree alternatives
Impartner PRM, SproutLoud, StructuredWebLlama 4 MaverickSalesforce Marketing Cloudno first choiceChangedno first choiceno first choiceno first choicenothing named
Qwen 3.7 FlashUnifyrImpartner PRM, SOCiChangedUnifyrxAmplifyagainst: Unifyrno first choiceagainst: Ansira, Impartner PRM, Salesforce PRM, Unifyr
Three alternatives
Impartner PRM, JourneyBee, StructuredWebTwo alternatives
Birdeye, Salesforce PRMFour alternatives
Channelscaler, MarcomCentral, ZINFI Unified Partner Management, xAmplifyThree alternatives
Ansira, Magentrix PRM, SproutLoudKimi K2Impartner PRM, ZINFI Unified Partner ManagementAnsira, Impartner PRMChangedImpartner PRMxAmplifyno first choicenothing named
Two alternatives
SproutLoud, UnifyrSix alternatives
Channelscaler, SOCi, Salesforce PRM, Unifyr, Yext, ZINFI Unified Partner ManagementFive alternatives
Ansira, Mindmatrix, StructuredWeb, Unifyr, ZINFI Unified Partner ManagementOne alternative
Impartner PRMGLM 4.7 FlashXImpartner PRMImpartner PRM, MARCAPOChangedImpartner PRMagainst: Channeltivity, PartnerStack, Salesforce PRMChannelscaleragainst: Salesforce PRMno first choicenothing named
Four alternatives
JourneyBee, Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementFive alternatives
Introw, Kiflo PRM, Mindmatrix, PartnerStack, ZINFI Unified Partner ManagementThree alternatives
JourneyBee, Unifyr, ZINFI Unified Partner ManagementThree alternatives
Impartner PRM, Mindmatrix, UnifyrMiniMax M2.5Impartner PRM, ZINFI Unified Partner ManagementPartnerStack, SOCi, impact.comChangedAnsiraImpartner PRM, Unifyr, ZINFI Unified Partner Managementno first choicenothing named
Two alternatives
JourneyBee, UnifyrTwo alternatives
Ansira, EverflowFive alternatives
Channelscaler, Channeltivity, Impartner PRM, Unifyr, ZINFI Unified Partner ManagementThree alternatives
JourneyBee, Magentrix PRM, Salesforce 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.
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 | 2026-09-15 01:04 | yes | 14 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:37 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:17 | yes | 16 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:10 | yes | 20 | 6 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 03:15 | yes | 0 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:24 | yes | 0 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:16 | yes | 0 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:42 | yes | 0 | 7 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:41 | yes | 0 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:58 | yes | 0 | 70 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:11 | yes | 0 | 84 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:11 | yes | 0 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:32 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:53 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:41 | yes | 15 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-14 23:58 | yes | 20 | 6 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) | 2026-09-14 23:13 | yes | 0 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:08 | no | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:00 | yes | 0 | 73 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:55 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:32 | yes | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:56 | yes | 0 | 33 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:04 | yes | 0 | 29 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:16 | yes | 0 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:13 | yes | 13 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:06 | yes | 3 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:45 | yes | 22 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 03:06 | yes | 20 | 6 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 02:05 | yes | 0 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:30 | yes | 0 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:35 | yes | 0 | 88 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:08 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:58 | yes | 0 | 93 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:56 | yes | 0 | 59 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:56 | yes | 0 | 47 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:45 | yes | 0 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:27 | yes | 19 | 12 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 22:58 | yes | 5 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:29 | yes | 19 | 31 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 00:21 | yes | 20 | 6 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 04:09 | yes | 0 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:54 | yes | 0 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:44 | yes | 0 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:13 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:07 | yes | 0 | 88 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:14 | yes | 0 | 66 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:10 | yes | 0 | 48 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:54 | yes | 0 | 44 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:26 | yes | 27 | 21 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:28 | yes | 5 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:32 | no | 0 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 00:00 | yes | 20 | 11 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 00:50 | yes | 0 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:49 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:49 | yes | 0 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:06 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 05:02 | yes | 0 | 50 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:32 | yes | 0 | 108 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:27 | yes | 0 | 61 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:54 | yes | 0 | 43 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:32 | yes | 13 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:58 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:21 | yes | 18 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 01:53 | yes | 20 | 8 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) | 2026-09-14 23:35 | yes | 0 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:18 | yes | 0 | 12 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:54 | yes | 0 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:10 | yes | 0 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:19 | yes | 0 | 65 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:59 | yes | 0 | 44 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:33 | yes | 0 | 96 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:13 | yes | 0 | 32 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
Impartner read as Impartner PRM
Kiflo read as Kiflo PRM
Magentrix read as Magentrix 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 Unified Partner Management (UPM) Platform read as ZINFI Unified Partner Management
Unresolved, counted raw
GrowthZone
Localist
MARCAPO
Marketo or Adobe Marketo Engage
Ometria
Oracle Marketing / Oracle Responsys
Sageflo Radiate
Salesforce Distributed Marketing
Discontinued, still offered
No shut-down product was recommended here.