Partner relationship management for enterprise buyers
Asked as “partner relationship management platform”, and as “PRM software”, on behalf of an enterprise B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
48%
Clear leader
48Impartner PRM17ZINFI Unified Partner Management15Salesforce PRM21others
48% of first choices, clear leader.
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
Channeltivity vs Kiflo PRMChanneltivity vs PartnerStackChanneltivity vs Salesforce PRMChanneltivity vs ChannelscalerPartnerPortal.io vs JourneyBeePartnerPortal.io vs Impartner PRMPartnerPortal.io vs Kiflo PRMPartnerPortal.io vs PartnerStackPartnerPortal.io vs Salesforce PRMPartnerPortal.io vs ChannelscalerJourneyBee vs Impartner PRMJourneyBee vs Kiflo PRMJourneyBee vs PartnerStackJourneyBee vs Salesforce PRMJourneyBee vs ChannelscalerImpartner PRM vs Kiflo PRMImpartner PRM vs PartnerStackImpartner PRM vs Salesforce PRMImpartner PRM vs ChannelscalerKiflo PRM vs PartnerStackKiflo PRM vs Salesforce PRMKiflo PRM vs ChannelscalerPartnerStack vs Salesforce PRMPartnerStack vs ChannelscalerSalesforce PRM 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 →
01
02
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Impartner PRM48%
Impartner PRM48%02ZINFI Unified Partner Management17%
ZINFI Unified Partner Management17%03Salesforce PRM15%
Salesforce PRM15%04Channeltivity6%
Channeltivity6%05Channelscaler4%
Channelscaler4%06Magentrix PRM4%
Magentrix PRM4%07Unifyr0%
Unifyr0%08JourneyBee0%
JourneyBee0%09PartnerStack0%
PartnerStack0%What they warned about
Six of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.20, DeepSeek V4 Flash, Llama 4 Maverick and Qwen 3.7 Flash 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.
Salesforce PRM32%
18 of 57 labels negative · 11 of 12 models · 3 hard negative
“What to avoid for this specific need... priced per partner member per month... directly undercuts your "predictable TCO" requirement” DeepSeek V4 Flash, budget prompt
PartnerStack45%
13 of 29 labels negative · 8 of 12 models · 4 hard negative
“One source also explicitly says to avoid Impact and PartnerStack if you do not want commission-based PRM economics on partner sales.[1]” Perplexity Sonar, negative prompt
Channeltivity24%
6 of 25 labels negative · 6 of 12 models · 1 hard negative
“❌ AVOID — Cheapest option at $499-$1,499/mo but lacks enterprise depth.” Kimi K2, negative prompt
Impartner PRM8%
5 of 61 labels negative · 5 of 12 models
“Caution: UX & Implementation — Dated backend UI, steep learning curve... Still considered "safest pick" for enterprise” Kimi K2, 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
22 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. 294 links across 112 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 · ZINFI13 answers · 27 citations · 3 models
vendor site · Monday.com13 answers · 14 citations · 3 models
vendor site · Guideflow11 answers · 11 citations · 3 models
vendor site · PartnerPortal.io10 answers · 15 citations · 3 models
vendor site · Partnerplace10 answers · 10 citations · 3 models
vendor site · xAmplify9 answers · 11 citations · 3 models
vendor site · JourneyBee8 answers · 14 citations · 3 models
vendor site · Salesforce8 answers · 10 citations · 3 models
vendor site · Introw8 answers · 9 citations · 3 models
6 answers · 11 citations · 3 models
vendor site · Gartner6 answers · 7 citations · 3 models
6 answers · 6 citations · 3 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.
11 answers · 3 models
11 answers · 3 models
10 answers · 3 models
8 answers · 3 models
7 answers · 3 models
6 answers · 3 models
5 answers · 2 models
5 answers · 3 models
5 answers · 3 models
5 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 partner relationship management platform”, “partner relationship management 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 | 48% | 312 | 110 | 1 | 63,020 | 7 | 8 | |
| Salesforce parent site Salesforce PRM 15%, Salesforce Sales Cloud 2%, Salesforce Experience Cloud 0%, Salesforce Revenue Cloud 0% | 17% | 318 | 550,000 | 60,632 | ||||
| ZINFI Unified Partner Management zinfi.com | 17% | 237 | 10 | 0 | 70,639 | 1 | ||
| Channeltivity channeltivity.com | 6% | 99 | 210 | 0 | 2,179 | |||
| Channelscaler channelscaler.com | 4% | 141 | 260 | 3 | 948 | $279 | 13 | 9 |
| Magentrix PRM magentrix.com | 4% | 41 | 10 | 0 | 2,460 | 2 | ||
| Creatio creatio.com | 2% | 24 | 4,400 | 147 | 146,708 | $12,005 | 18 | |
| Introw PRM introw.io | 2% | 44 | 2,213 | 22 | ||||
| Unifyr unifyr.com | 0% | 151 | 210 | 2 | 2,877 | 9 | ||
| JourneyBee journeybee.io | 0% | 53 | 50 | 0 | 4,243 | 4 |
Google's top ten for the two searches hold 11 sites; 5 of them are among the sites the models cited here (gartner.com, journeybee.io, monday.com, salesforce.com, zinfi.com). The first result for “best partner relationship management platform” is zinfi.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 partner relationship management platform for an enterprise B2B company?”Paraphrase“Which PRM software would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade partner relationship management platforms and how do they differ?”Budget-constrained“What is the best partner relationship management 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 partner relationship management platform. What should we look at?”Negative“Which partner relationship management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5ZINFI Unified Partner ManagementImpartner PRM, ZINFI Unified Partner ManagementChangedZINFI Unified Partner Managementagainst: Salesforce PRMChannelscalerno first choiceagainst: Salesforce PRM
Three alternatives
Impartner PRM, Salesforce PRM, UnifyrOne alternative
Salesforce PRMOne alternative
Impartner PRMTwo alternatives
Channeltivity, Salesforce PRMGPT-5.4 miniSalesforce PRMSalesforce PRMHeldImpartner PRM, Salesforce PRMChanneltivityno first choiceagainst: Impartner PRM, Oracle Partner Relationship Management, Salesforce PRM
Three alternatives
Channeltivity, Impartner PRM, ZINFI Unified Partner ManagementTwo alternatives
Channeltivity, Impartner PRMFour alternatives
Channelscaler, Channeltivity, Magentrix PRM, Oracle Partner Relationship ManagementOne alternative
Impartner PRMGemini 3.5 FlashImpartner PRMImpartner PRMHeldImpartner PRMZINFI Unified Partner Managementagainst: Salesforce PRMno first choiceagainst: CinnaLab.io, Clazar, JourneyBee, Kiflo PRM, PartnerPortal.io, PartnerStack, Salesforce PRM, Tackle.io, impact.com
Five alternatives
JourneyBee, PartnerStack, Salesforce PRM, ZINFI Unified Partner Management, xAmplifyFour alternatives
Channelscaler, JourneyBee, Salesforce Experience Cloud, ZINFI Unified Partner ManagementFive alternatives
Magentrix PRM, PartnerStack, Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementTwo alternatives
Channelscaler, ChanneltivityPerplexity SonarSalesforce Sales CloudImpartner PRMChangedImpartner PRMagainst: PartnerStackCreatioagainst: Salesforce PRMno first choiceagainst: Channeltivity, Introw PRM, PartnerStack, Partnerplace, impact.com
Three alternatives
Creatio, HubSpot Sales Hub, Microsoft Dynamics 365 SalesThree alternatives
Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementThree alternatives
Salesforce PRM, ZINFI Unified Partner Management, impact.comGrok 4.20Impartner PRM, Salesforce PRMagainst: Kiflo PRM, PartnerStackImpartner PRMChangedagainst: JourneyBee, Kiflo PRM, PartnerStackImpartner PRMagainst: PartnerStackChanneltivityagainst: Salesforce PRMImpartner PRM, Magentrix PRM, Salesforce PRMagainst: Channelscaler, Channeltivity, Impartner PRM, PartnerStack, Salesforce PRM, Unifyr, WorkSpan, impact.com
Two alternatives
Unifyr, ZINFI Unified Partner ManagementOne alternative
Salesforce PRMFour alternatives
Channeltivity, Magentrix PRM, Salesforce PRM, ZINFI Unified Partner ManagementTwo alternatives
Magentrix PRM, ZINFI Unified Partner ManagementMistral SmallImpartner PRMImpartner PRMHeldImpartner PRMImpartner PRMno first choiceagainst: HubSpot CRM, Impartner PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner Management
Two alternatives
Salesforce PRM, UnifyrFour alternatives
Channelscaler, Channeltivity, Salesforce PRM, UnifyrFour alternatives
Channeltivity, PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementThree alternatives
Channelscaler, Salesforce PRM, ZINFI Unified Partner ManagementDeepSeek V4 FlashImpartner PRM, ZINFI Unified Partner ManagementImpartner PRMChangedagainst: Salesforce PRMImpartner PRMImpartner PRM, ZINFI Unified Partner Managementagainst: Salesforce PRMno first choiceagainst: Channelplace, Channelscaler, Channeltivity, Impartner PRM, Mindmatrix, Outbound, Salesforce PRM
Two alternatives
PartnerStack, Salesforce PRMOne alternative
ZINFI Unified Partner ManagementSix alternatives
Channelscaler, Channeltivity, PartnerStack, Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementThree alternatives
Impartner PRM, Magentrix PRM, ZINFI Unified Partner ManagementLlama 4 Maverickno first choiceImpartner PRM, Salesforce PRMChangedno first choiceImpartner PRMno first choiceagainst: PartnerStack
Qwen 3.7 FlashImpartner PRM, ZINFI Unified Partner ManagementImpartner PRMChangedagainst: HubSpot Partners, PartnerStackImpartner PRMChanneltivityagainst: DealHub, Salesforce PRMno first choiceagainst: Introw PRM, Kiflo PRM, PartnerStack, impact.com
Two alternatives
Channeltivity, Salesforce PRMTwo alternatives
Salesforce PRM, UnifyrSix alternatives
Channelscaler, Microsoft Dynamics 365 Sales, Oracle NetSuite, PartnerHero, Salesforce Revenue Cloud, impact.comThree alternatives
Caspio, Impartner PRM, Zoho CreatorKimi K2Impartner PRMagainst: ChannelscalerImpartner PRMHeldImpartner PRMImpartner PRMagainst: Salesforce PRMno first choiceagainst: Channelscaler, Channeltivity, Crossbeam, Impartner PRM, Kiflo PRM, PartnerPortal.io, PartnerStack, Salesforce PRM, Unifyr
Two alternatives
Salesforce PRM, UnifyrThree alternatives
Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementFour alternatives
Oracle Partner Relationship Management, Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementTwo alternatives
Channeltivity, ZINFI Unified Partner ManagementGLM 4.7 FlashXZINFI Unified Partner ManagementZINFI Unified Partner ManagementHeldagainst: ChanneltivityImpartner PRMChannelscaleragainst: Salesforce PRMno first choiceagainst: HubSpot CRM, HubSpot PRM, Microsoft Dynamics 365 Sales, Salesforce CRM, Salesforce PRM
Three alternatives
Impartner PRM, PartnerStack, impact.comOne alternative
Impartner PRMThree alternatives
PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementTwo alternatives
Impartner PRM, ZINFI Unified Partner ManagementMiniMax M2.5Impartner PRM, Salesforce PRMImpartner PRM, Salesforce PRMHeldImpartner PRMImpartner PRMagainst: Salesforce PRMIntrow PRM, Magentrix PRMagainst: PartnerStackagainst: Channeltivity, ZINFI Unified Partner Management
Two alternatives
JourneyBee, PartnerStackThree alternatives
Channelscaler, PartnerStack, ZINFI Unified Partner ManagementFour alternatives
Channeltivity, PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementOne alternative
JourneyBeeOne alternative
Impartner 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 00:39 | yes | 8 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:42 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:20 | yes | 14 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:49 | 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 01:51 | yes | 0 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:33 | yes | 0 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 22:52 | yes | 0 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:16 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:28 | yes | 0 | 44 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:58 | yes | 0 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:46 | yes | 0 | 13 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:48 | yes | 0 | 29 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:16 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:22 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:36 | yes | 12 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 00:59 | 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) | 2026-09-15 00:04 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:02 | yes | 0 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:12 | yes | 0 | 44 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:35 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:05 | yes | 0 | 49 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:19 | yes | 0 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:46 | yes | 0 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:54 | yes | 0 | 13 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:09 | yes | 15 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:10 | yes | 8 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:53 | yes | 18 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-14 23:11 | yes | 18 | 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) | 2026-09-15 03:28 | yes | 0 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 05:03 | yes | 0 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 22:55 | yes | 0 | 44 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:00 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:19 | no | 0 | 43 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:36 | yes | 0 | 77 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:40 | yes | 0 | 94 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:24 | yes | 0 | 14 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:14 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:22 | yes | 2 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:07 | yes | 19 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 04:59 | 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) | 2026-09-14 23:17 | yes | 0 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:07 | yes | 0 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:15 | yes | 0 | 16 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:49 | yes | 0 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:20 | yes | 0 | 61 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:15 | yes | 0 | 35 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:13 | yes | 0 | 102 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:20 | yes | 0 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:38 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:04 | no | 0 | 15 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:39 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 01:55 | 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 03:39 | yes | 0 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:39 | yes | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:22 | yes | 0 | 101 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:17 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:26 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:04 | yes | 0 | 34 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:42 | yes | 0 | 138 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:22 | yes | 0 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:43 | yes | 14 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:50 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:46 | yes | 12 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 01:47 | yes | 20 | 7 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 04:18 | yes | 0 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:49 | yes | 0 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:41 | yes | 0 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:54 | yes | 0 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:10 | yes | 0 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:46 | yes | 0 | 68 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:44 | yes | 0 | 18 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:54 | yes | 0 | 30 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 CRM
Impartner read as Impartner PRM
Introw read as Introw PRM
Kiflo read as Kiflo PRM
Magentrix read as Magentrix PRM
Microsoft Dynamics PRM read as Microsoft Dynamics 365 PRM
Salesforce read as Salesforce PRM
Salesforce PRM / Experience Cloud read as Salesforce PRM
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 UPM read as ZINFI Unified Partner Management
Unresolved, counted raw
DealCloud
PartnerHero
Tackle.io
Zentail
Discontinued, still offered
No shut-down product was recommended here.