Channel partner and local marketing for small business buyers
Asked as “through-channel marketing platform”, and as “partner marketing and local marketing tool”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
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 small 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 small business.
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
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05
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07
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09
10
11
12
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15Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Kiflo PRM11%
Kiflo PRM11%02Brevo11%
Brevo11%03JourneyBee7%
JourneyBee7%04xAmplify7%
xAmplify7%05PartnerStack7%
PartnerStack7%06Unifyr7%
Unifyr7%07Channeltivity6%
Channeltivity6%08HubSpot Marketing Hub2%
HubSpot Marketing Hub2%09Mindmatrix2%
Mindmatrix2%10Mailchimp2%
Mailchimp2%11Channelscaler2%
Channelscaler2%12Ansira2%
Ansira2%13ActiveCampaign0%
ActiveCampaign0%14ZINFI Unified Partner Management0%
ZINFI Unified Partner Management0%15Impartner PRM0%
Impartner PRM0%What they warned about
One 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, 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 PRM74%
17 of 23 labels negative · 7 of 12 models · 6 hard negative
“Why avoid: Impartner is one of the deepest enterprise PRMs in the category, but that depth works against small businesses.” DeepSeek V4 Flash, negative prompt
Unifyr52%
17 of 33 labels negative · 7 of 12 models · 6 hard negative
“Why Avoid: Similar to Impartner, ZiftONE is an end-to-end Partner Relationship Management (PRM) solution designed for large-scale operations.” Qwen 3.7 Flash, negative prompt
ZINFI Unified Partner Management55%
12 of 22 labels negative · 6 of 12 models · 4 hard negative
“Why avoid: Built for enterprises in manufacturing, telecom, or IT with complex, structured channel programs” Kimi K2, negative prompt
Ansira80%
8 of 10 labels negative · 4 of 12 models · 2 hard negative
“Platforms to Avoid or Approach with Extreme Caution: Ansira ... High pricing ... difficult learning curve, inadequate/unresponsive support” Grok 4.20, 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
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. 277 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.
13 answers · 25 citations · 4 models
vendor site · xAmplify5 answers · 18 citations · 2 models
vendor site · PartnerPortal.io5 answers · 6 citations · 2 models
5 answers · 5 citations · 2 models
5 answers · 5 citations · 2 models
vendor site · Improvado4 answers · 5 citations · 2 models
vendor site · Ansira4 answers · 4 citations · 2 models
vendor site · Extu4 answers · 4 citations · 3 models
vendor site · Guideflow4 answers · 4 citations · 2 models
4 answers · 4 citations · 2 models
vendor site · Unifyr3 answers · 6 citations · 1 model
vendor site · SourceForge3 answers · 5 citations · 1 model
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 · 3 models
7 answers · 3 models
5 answers · 2 models
5 answers · 2 models
4 answers · 2 models
4 answers · 2 models
4 answers · 2 models
4 answers · 1 model
3 answers · 1 model
3 answers · 1 model
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 |
|---|---|---|---|---|---|---|---|---|
| Kiflo PRM kiflo.com | 11% | 145 | 20 | 0 | 1,941 | $457 | 5 | |
| Brevo brevo.com | 11% | 440 | 40,500 | 327 | 81,741 | $17,847 | 106 | |
| JourneyBee journeybee.io | 7% | 53 | 50 | 0 | 4,243 | |||
| xAmplify xamplify.com | 7% | 11 | 110 | 0 | 1,015 | 0 | 9 | |
| PartnerStack partnerstack.com | 7% | 401 | 4,400 | 68 | 27,495 | 16 | ||
| Unifyr unifyr.com | 7% | 151 | 210 | 2 | 2,877 | 9 | 5 | |
| Channeltivity channeltivity.com | 6% | 99 | 210 | 0 | 2,179 | |||
| Google parent site Google Business Profile 6% | 6% | 79 | 550,000 | 1,719 | ||||
| BrightLocal brightlocal.com | 6% | 202 | 9,900 | 103 | 36,255 | 55 | ||
| HubSpot parent site HubSpot Marketing Hub 2% | 2% | 991 | 368,000 | 9,776 |
Google's top ten for the two searches hold 14 sites; 6 of them are among the sites the models cited here (ansira.com, extu.com, g2.com, improvado.io, unifyr.com, xamplify.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 small B2B company?”Paraphrase“Which partner marketing and local marketing tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top through-channel marketing platforms for a small team and how do they differ?”Budget-constrained“What is the best through-channel marketing platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a through-channel marketing platform. What should we look at?”Negative“Which through-channel marketing platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Cooperate MarketingGoogle Business Profile, HubSpot Marketing HubChangedZINFI Unified Partner ManagementxAmplifyno first choicenothing named
One alternative
LinkedIn Local PagesThree alternatives
Channelscaler, Extu, MindmatrixOne alternative
EngageBayGPT-5.4 miniChanneltivityGoogle Business Profile, PartnerStackChangedChanneltivityBrevono first choiceagainst: Channelscaler, Extu, Impartner PRM, Mindmatrix, The Ansira Platform, Unifyr, ZINFI Unified Partner Management
Two alternatives
Unifyr, ZINFI Unified Partner ManagementTwo alternatives
Unifyr, impact.comTwo alternatives
HubSpot Marketing Hub, KlaviyoGemini 3.5 FlashChanneltivityagainst: Ansira, Impartner PRM, SproutLoud, UnifyrGoHighLevelChangedagainst: PartnerStackxAmplifyagainst: ZINFI Unified Partner ManagementExtuagainst: Ansira, Impartner PRM, Unifyrno first choiceagainst: Ansira, Impartner PRM, ZINFI Unified Partner Management
Three alternatives
Channext, Kiflo PRM, xAmplifyThree alternatives
BrightLocal, Kiflo PRM, Marq TeamThree alternatives
Channelscaler, Kiflo PRM, SproutLoudThree alternatives
Kiflo PRM, Torchlite, xAmplifyFour alternatives
Mindmatrix, RVLVR, Unifyr, xAmplifyPerplexity SonarUnifyragainst: AnsiraKiflo PRMChangedHubSpot Marketing HubBrevo, Mailchimpagainst: Ansirano first choicenothing named
Three alternatives
ActiveCampaign, HubSpot Marketing Hub, JourneyBeeOne alternative
PartnerPortal.ioSix alternatives
ActiveCampaign, AdRoll, Brevo, Klaviyo, Ortto, SwipeBuilderOne alternative
Zoho Marketing+Grok 4.20Unifyragainst: AnsiraBrightLocal, Kiflo PRMChangedagainst: PartnerStackThe Ansira PlatformxAmplifyagainst: Channeltivity, Impartner PRM, Unifyr, ZINFI Unified Partner ManagementAnsira, Unifyragainst: Ansira, Marketing 360, Rithum, Unifyr
Four alternatives
Channeltivity, Kiflo PRM, PartnerPortal.ai, ZINFI Unified Partner ManagementTwo alternatives
ContactID, Google Business ProfileFour alternatives
Channeltivity, Mindmatrix, Unifyr, ZINFI Unified Partner ManagementThree alternatives
JourneyBee, Kiflo PRM, PartnerPortal.ioOne alternative
ZINFI Unified Partner ManagementMistral SmallUnifyrJourneyBee, Surefire LocalChangedUnifyrBrevono first choiceagainst: LocaliQ, ReachLocal, Seek Capital
Two alternatives
JourneyBee, ZINFI Unified Partner ManagementTwo alternatives
Birdeye, Euler AppFour alternatives
Channeltivity, JourneyBee, Kiflo PRM, MindmatrixFour alternatives
HubSpot Marketing Hub, Mailchimp, SwipeBuilder, Zoho Marketing+DeepSeek V4 FlashKiflo PRMagainst: Impartner PRM, Mindmatrix, Unifyr, ZINFI Unified Partner ManagementBrightLocal, RewardfulChangedagainst: Birdeye, Everflow, PartnerStack, impact.comKiflo PRMagainst: Impartner PRM, Unifyr, ZINFI Unified Partner ManagementKiflo PRM, PartnerPortal.ioagainst: Impartner PRM, Unifyr, ZINFI Unified Partner ManagementJourneyBeeagainst: Channelscaler, Impartner PRM, Salesforce PRM, ZINFI Unified Partner Managementagainst: Adobe Marketo Engage, Albert.ai, Amazon DSP, Braze, Google Performance Max, Impartner PRM, Iterable, MediaMath, Mindmatrix, Salesforce Marketing Cloud, Salesforce PRM, SproutLoud, The Trade Desk, Unifyr
One alternative
ChanneltivityFour alternatives
FirstPromoter, Google Business Profile, LeadDyno, TapfiliateThree alternatives
Channelscaler, Channeltivity, MindmatrixFour alternatives
Crossbeam, Mindmatrix, Rewardful, TapfiliateThree alternatives
Kiflo PRM, Unifyr, xAmplifyLlama 4 Maverickno first choiceno first choiceHeldno first choiceBrevono first choiceagainst: LinkedIn, TikTok Ads
One alternative
MailchimpQwen 3.7 FlashChanneltivity, Kiflo PRMagainst: Impartner PRMBrightLocal, PartnerStackChangedHubSpot Marketing HubCanva, Dropbox, Google Driveagainst: Adobe Experience Cloud, SprinklrChannelscaleragainst: Adobe Experience Cloud, Impartner PRM, Salesforce Marketing Cloud, Unifyr, WorkSpan
Two alternatives
Channelscaler, PartnerStackTwo alternatives
Google Business Profile, HubSpot CRMFour alternatives
AdRoll, Google Ads, Google Marketing Platform, StackAdaptFour alternatives
Channelurize, HubSpot Marketing Hub, PartnerStack, impact.comKimi K2xAmplifyagainst: Impartner PRM, Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementPartnerStackChangedagainst: MailchimpJourneyBeeagainst: Channelscaler, Channeltivity, Unifyr, ZINFI Unified Partner ManagementKiflo PRMagainst: Channelscaler, Impartner PRM, UnifyrJourneyBeeagainst: Impartner PRMagainst: Channelscaler, Impartner PRM, Magentrix PRM, Salesforce PRM, Unifyr, ZINFI Unified Partner Management
Two alternatives
PartnerPortal.io, PartnerStackFive alternatives
ActiveCampaign, Google Business Profile, InviteBox, Referral Factory, TapfiliateTwo alternatives
Mindmatrix, PartnerPortal.ioThree alternatives
ActiveCampaign, PartnerPortal.io, xAmplifyThree alternatives
Mindmatrix, Unifyr, ZINFI Unified Partner ManagementGLM 4.7 FlashXJourneyBee, MindmatrixBirdeye, PartnerStackChangedJourneyBeeBrevono first choiceagainst: Adobe Marketo Engage, Ansira, Braze, Channelscaler, Google Ads, HubSpot Marketing Hub, Klaviyo, LinkedIn Campaign Manager, Mailchimp, Meta, Salesforce Marketing Cloud, TD SYNNEX MaaS, TikTok Ads, Unifyr
Two alternatives
PartnerStack, UnifyrOne alternative
Google Business ProfileFive alternatives
Channeltivity, Magentrix PRM, OneScreen, Unifyr, ZINFI Unified Partner ManagementTwo alternatives
EngageBay All-in-One Suite, OmnisendMiniMax M2.5AdRoll, xAmplifyEuler App, Google Business ProfileChangedxAmplifyBrevono first choiceagainst: Adobe Marketo Engage, Braze, HubSpot Marketing Hub, Impartner PRM, Oracle Eloqua, Oracle Partner, Salesforce Marketing Cloud Account Engagement, Salesforce Partner, ZINFI Unified Partner Management
Two alternatives
Channelscaler, MindmatrixTwo alternatives
Bridge, BrightLocalThree alternatives
Channeltivity, JourneyBee, UnifyrThree alternatives
ActiveCampaign, AdRoll, HubSpot Marketing HubBold 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 01:18 | yes | 8 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:53 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:58 | yes | 21 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 02:52 | yes | 19 | 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 02:32 | yes | 0 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:58 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:19 | yes | 0 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:43 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:00 | yes | 0 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:05 | yes | 0 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:34 | yes | 0 | 32 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:37 | yes | 0 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:37 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:41 | no | 0 | 2 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:22 | yes | 16 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 00:34 | yes | 17 | 5 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 23:08 | yes | 0 | 5 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:53 | yes | 0 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:21 | yes | 0 | 16 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:55 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:43 | yes | 0 | 51 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:00 | yes | 0 | 68 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:44 | yes | 0 | 78 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:19 | yes | 0 | 12 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:12 | yes | 21 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:39 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:20 | yes | 19 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 03:07 | yes | 20 | 8 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) | 2026-09-14 23:37 | yes | 0 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:25 | yes | 0 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:47 | yes | 0 | 73 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:04 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:47 | yes | 0 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:45 | yes | 0 | 70 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:39 | yes | 0 | 31 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:21 | yes | 0 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:51 | yes | 13 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:14 | yes | 3 | 8 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:24 | yes | 15 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 22:56 | 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 01:05 | yes | 0 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:31 | yes | 0 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:39 | yes | 0 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:01 | yes | 0 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:19 | no | 0 | 41 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:55 | yes | 0 | 36 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:48 | yes | 0 | 28 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:11 | yes | 0 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:38 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:50 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:22 | yes | 8 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 01:47 | yes | 20 | 7 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 04:57 | yes | 0 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:07 | yes | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:43 | yes | 0 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:40 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:00 | yes | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:24 | yes | 0 | 57 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:04 | yes | 0 | 63 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:31 | yes | 0 | 14 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:34 | yes | 14 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:54 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:00 | yes | 13 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:58 | yes | 20 | 5 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 04:53 | yes | 0 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:53 | yes | 0 | 14 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:34 | yes | 0 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:35 | yes | 0 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:46 | yes | 0 | 75 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:58 | yes | 0 | 48 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:24 | yes | 0 | 230 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:24 | yes | 0 | 51 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
Adobe read as Adobe Experience Cloud
HubSpot read as HubSpot Marketing Hub
HubSpot (Standard Plans) read as HubSpot Marketing Hub
HubSpot (Starter or Professional) read as HubSpot Marketing Hub
Impartner read as Impartner PRM
Impartner (at enterprise tiers) read as Impartner PRM
Kiflo read as Kiflo PRM
Magentrix read as Magentrix PRM
ZINFI read as ZINFI Unified Partner Management
ZINFI (Unified Partner Management) read as ZINFI Unified Partner Management
ZINFI UPM read as ZINFI Unified Partner Management
Unresolved, counted raw
ADXL
AdsGency AI
Channelurize
Coorp.io
DIY Stack (HubSpot + Canva + Google Workspace)
EngageBay All-in-One Suite
INSTREAMATIC
LinkedIn
LinkedIn Local Pages
Meta (FB/IG)
Monday.com's Partner Marketing Software
Oracle Partner
PartnerPortal.ai
RVLVR
Salesforce Partner
Seek Capital
Torchlite
Discontinued, still offered
No shut-down product was recommended here.