Partner relationship management for enterprise buyers
Asked as “partner relationship management platform”, and as “PRM software”, on behalf of an enterprise B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
55%
Clear leader
55Impartner PRM19Salesforce PRM14ZINFI Unified Partner Management12others
55% of first choices, clear leader.
Since October 2026▲+10Since October 2026: 45% → 55%, +10 points. Inside the 11-point floor: within noise.Impartner PRM held the lead, +10 points on 45%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
PartnerPortal.io44%Clear leader▲+10Since October 2026: 34% → 44%, +10 points. Inside the 11-point floor: within noise.Standing →Mid-marketPartnerPortal.io24%Contested▲+2Since October 2026: 22% → 24%, +2 points. Inside the 11-point floor: within noise.Standing →Enterprise
Impartner PRM55%Clear leader▲+10Since October 2026: 45% → 55%, +10 points. Inside the 11-point floor: within noise.This page
PartnerPortal.io44%Clear leader▲+10Since October 2026: 34% → 44%, +10 points. Inside the 11-point floor: within noise.Standing →Mid-marketPartnerPortal.io24%Contested▲+2Since October 2026: 22% → 24%, +2 points. Inside the 11-point floor: within noise.Standing →EnterpriseImpartner PRM55%Clear leader▲+10Since October 2026: 45% → 55%, +10 points. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Impartner PRM55%17%75endorsed leader▲+10Since October 2026: 45% → 55%, +10 points. Inside the 11-point floor: within noise.45% → 55%
Impartner PRM55%17%75endorsed leader▲+10Since October 2026: 45% → 55%, +10 points. Inside the 11-point floor: within noise.45% → 55%02
Salesforce PRM19%30%70criticized challenger▼−7Since October 2026: 26% → 19%, −7 points. Inside the 11-point floor: within noise.26% → 19%
Salesforce PRM19%30%70criticized challenger▼−7Since October 2026: 26% → 19%, −7 points. Inside the 11-point floor: within noise.26% → 19%03
ZINFI Unified Partner Management14%13%53accepted challenger▲+4Since October 2026: 10% → 14%, +4 points. Inside the 11-point floor: within noise.10% → 14%
ZINFI Unified Partner Management14%13%53accepted challenger▲+4Since October 2026: 10% → 14%, +4 points. Inside the 11-point floor: within noise.10% → 14%04
Channelscaler3%16%45accepted challenger▼−7Since October 2026: 10% → 3%, −7 points. Inside the 11-point floor: within noise.10% → 3%
Channelscaler3%16%45accepted challenger▼−7Since October 2026: 10% → 3%, −7 points. Inside the 11-point floor: within noise.10% → 3%05
Channeltivity2%33%12criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Channeltivity2%33%12criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the six products at 0%, ordered by negative rate
10
PartnerStack0%31%32criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
PartnerStack0%31%32criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
impact.com0%30%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
impact.com0%30%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Unifyr0%21%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Unifyr0%21%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Magentrix PRM0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Magentrix PRM0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
WorkSpan0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
WorkSpan0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Crossbeam0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Crossbeam0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to 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
PartnerPortal.io vs ChannelscalerPartnerPortal.io vs Impartner PRMPartnerPortal.io vs PartnerStackPartnerPortal.io vs Introw PRMChanneltivity vs JourneyBeeChanneltivity vs Kiflo PRMChanneltivity vs ChannelscalerChanneltivity vs Impartner PRMChanneltivity vs PartnerStackChanneltivity vs Introw PRMJourneyBee vs Kiflo PRMJourneyBee vs ChannelscalerJourneyBee vs Impartner PRMJourneyBee vs PartnerStackJourneyBee vs Introw PRMKiflo PRM vs ChannelscalerKiflo PRM vs Impartner PRMKiflo PRM vs PartnerStackKiflo PRM vs Introw PRMChannelscaler vs Impartner PRMChannelscaler vs PartnerStackChannelscaler vs Introw PRMImpartner PRM vs PartnerStackImpartner PRM vs Introw PRMPartnerStack vs Introw PRM
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Impartner PRM55%
Impartner PRM55%02Salesforce PRM19%
Salesforce PRM19%03ZINFI Unified Partner Management14%
ZINFI Unified Partner Management14%04Channelscaler3%
Channelscaler3%05Channeltivity2%
Channeltivity2%06Unifyr0%
Unifyr0%07WorkSpan0%
WorkSpan0%08Crossbeam0%
Crossbeam0%09Magentrix PRM0%
Magentrix PRM0%10PartnerStack0%
PartnerStack0%11impact.com0%
impact.com0%What they warned about
Five of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, 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.
Salesforce PRM30%
21 of 70 labels negative · 13 of 14 models · 4 hard negative
“Platforms to AVOID If Predictable Cost is a Priority ... Salesforce charges per-member/per-month or per-login” Muse Glimmer 30B, negative prompt
Impartner PRM17%
13 of 75 labels negative · 11 of 14 models
“custom quotes after scoping program complexity... tend to make total cost of ownership harder to predict up front” Muse Glimmer 30B, budget prompt
Channelscaler16%
7 of 45 labels negative · 7 of 14 models · 1 hard negative
“Allbound/Channelscaler, PartnerStack, Introw, Outbound, and Channelplace carry the most documented risks” DeepSeek V4 Flash, negative prompt
ZINFI Unified Partner Management13%
7 of 53 labels negative · 7 of 14 models
“legacy PRM tools like ZINFI were built to serve the vendor's need to track deal registration and MDF spend, not the day-to-day workflow” Llama 4 Maverick, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
74 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 884 links across 177 sites, every framing counted. Ranked by the number of answers carrying the site or page. 42 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
47 answers · 97 citations · 12 models
vendor site · ZINFI41 answers · 90 citations · 13 models
vendor site · JourneyBee36 answers · 50 citations · 12 models
vendor site · PartnerPortal.io34 answers · 44 citations · 12 models
vendor site · Impartner24 answers · 40 citations · 11 models
24 answers · 24 citations · 7 models
vendor site · Salesforce17 answers · 26 citations · 9 models
vendor site · Capterra16 answers · 24 citations · 6 models
vendor site · Guideflow16 answers · 16 citations · 7 models
publisher (Gane)15 answers · 16 citations · 8 models
14 answers · 17 citations · 9 models
14 answers · 14 citations · 6 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.
24 answers · 7 models
24 answers · 10 models
20 answers · 10 models
16 answers · 7 models
16 answers · 7 models
16 answers · 11 models
14 answers · 6 models
14 answers · 9 models
13 answers · 8 models
13 answers · 9 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 | 55% | 312 | 110 | 1 | 63,020 | 7 | 8 | |
| Salesforce parent site Salesforce PRM 19% | 19% | 178 | 550,000 | 60,632 | ||||
| ZINFI Unified Partner Management zinfi.com | 14% | 237 | 10 | 0 | 70,639 | 1 | ||
| Channelscaler channelscaler.com | 3% | 141 | 260 | 3 | 948 | $279 | 13 | 9 |
| JourneyBee journeybee.io | 3% | 53 | 50 | 0 | 4,243 | 4 | ||
| Channeltivity channeltivity.com | 2% | 99 | 210 | 0 | 2,179 | |||
| Fours PRM fours.com | 2% | 2 | ||||||
| xAmplify xamplify.com | 2% | 11 | 110 | 0 | 1,015 | 0 | ||
| Unifyr unifyr.com | 0% | 151 | 210 | 2 | 2,877 | 9 | ||
| WorkSpan workspan.com | 0% | 23 |
Google's top ten for the two searches hold 11 sites; 4 of them are among the sites the models cited here (impartner.com, journeybee.io, 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 4.5no first choiceno first choiceHeldImpartner PRM, Salesforce PRM, ZINFI Unified Partner ManagementxAmplifyno first choiceagainst: Channelscaler, Impartner PRM, Salesforce PRM, ZINFI Unified Partner Management
One alternative
UnifyrTwo alternatives
Channelscaler, Impartner PRMGPT-5.4 miniSalesforce PRMImpartner PRM, Salesforce PRMChangedno first choiceSalesforce PRMagainst: impact.comno first choiceagainst: Impartner PRM, PartnerVerse, Salesforce PRM, ZINFI Unified Partner Management
Three alternatives
Channelscaler, Impartner PRM, ZINFI Unified Partner ManagementSix alternatives
Channelscaler, Channeltivity, Impartner PRM, Kiflo PRM, Salesforce PRM, ZINFI Unified Partner ManagementOne alternative
Impartner PRMGemini 3.5 FlashImpartner PRMImpartner PRM, Salesforce PRMChangedImpartner PRMChannelscaler, Impartner PRMagainst: Salesforce Experience Cloudno first choiceagainst: Channeltivity, Kiflo PRM, PartnerStack, Rewardful, Salesforce Experience Cloud, impact.com
Four alternatives
Channelscaler, Magentrix PRM, Salesforce PRM, UnifyrFive alternatives
Channelscaler, PartnerStack, Unifyr, WorkSpan, ZINFI Unified Partner ManagementFive alternatives
Channelscaler, Magentrix PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementTwo alternatives
Magentrix PRM, ZINFI Unified Partner ManagementPerplexity SonarImpartner PRMImpartner PRMHeldImpartner PRM, Salesforce PRMagainst: PartnerStackImpartner PRMagainst: Salesforce PRMno first choiceagainst: ChannelScaler, formerly Allbound, Impartner PRM, Magentrix PRM, Mindmatrix, PartnerStack, Salesforce PRM, Unifyr, ZINFI Unified Partner Management
Five alternatives
Channelscaler, PartnerStack, Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementFive alternatives
PartnerStack, Salesforce PRM, Unifyr, WorkSpan, ZINFI Unified Partner ManagementThree alternatives
Channelscaler, Unifyr, ZINFI Unified Partner ManagementOne alternative
ZINFI Unified Partner ManagementGrok 4.20Salesforce PRMagainst: PartnerStackImpartner PRMChangedagainst: PartnerStack, impact.comImpartner PRM, Salesforce PRM, ZINFI Unified Partner ManagementZINFI Unified Partner Managementagainst: Salesforce PRMZINFI Unified Partner Managementagainst: Channeltivityagainst: Channelplace, Channelscaler, Channeltivity, Kiflo PRM, Outbound, PartnerStack, Salesforce PRM, Unifyr, impact.com
Two alternatives
Impartner PRM, ZINFI Unified Partner ManagementFour alternatives
Channeltivity, Salesforce PRM, WorkSpan, ZINFI Unified Partner ManagementTwo alternatives
PartnerStack, impact.comOne alternative
Impartner PRMFour alternatives
Impartner PRM, PartnerStack, Salesforce PRM, impact.comMistral SmallImpartner PRM, Salesforce PRMImpartner PRMChangedSalesforce PRMSalesforce PRMno first choiceagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner Management
One alternative
JourneyBeeFour alternatives
Channelscaler, PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementFour alternatives
Impartner PRM, Microsoft Partner Center / Microsoft PRM, Oracle Partner Management, ZINFI Unified Partner ManagementOne alternative
Impartner PRMDeepSeek V4 FlashImpartner PRMImpartner PRMHeldImpartner PRMImpartner PRMagainst: Salesforce PRMno first choiceagainst: Channelplace, Channelscaler, Impartner PRM, Introw PRM, Outbound, PartnerStack, Salesforce PRM
Two alternatives
Salesforce PRM, ZINFI Unified Partner ManagementTwo alternatives
Salesforce PRM, ZINFI Unified Partner ManagementFour alternatives
PartnerStack, Salesforce PRM, WorkSpan, ZINFI Unified Partner ManagementOne alternative
MindmatrixLlama 4 MaverickJourneyBeeImpartner PRMChangedno first choiceImpartner PRMImpartner PRMagainst: Channelscaler, Impartner PRM, Salesforce PRM, Unifyr, ZINFI Unified Partner Management
Three alternatives
Impartner PRM, WorkSpan, ZINFI Unified Partner ManagementTwo alternatives
Channelscaler, Salesforce PRMThree alternatives
Channelscaler, Salesforce PRM, ZINFI Unified Partner ManagementThree alternatives
Channeltivity’s PRM, Salesforce PRM, xAmplifyQwen 3.7 FlashImpartner PRMImpartner PRM, Salesforce PRMChangedno first choiceChanneltivityagainst: Impartner PRMJourneyBee, Salesforce PRMagainst: Channelscaler, Channeltivity, Impartner PRM, Salesforce PRM, Unifyr
Five alternatives
Channelscaler, Microsoft, PartnerHQ, Salesforce PRM, ZycusTwo alternatives
ZINFI Unified Partner Management, impact.comFive alternatives
Channelscaler, Channeltivity, DealHub, HubSpot Partner Portal, Impartner PRMTwo alternatives
Channelscaler, HighspotThree alternatives
Impartner PRM, Magentrix PRM, ZINFI Unified Partner ManagementKimi K2Impartner PRM, Salesforce PRMagainst: PartnerStackImpartner PRMChangedagainst: Salesforce PRMImpartner PRMImpartner PRM, ZINFI Unified Partner Managementagainst: Salesforce Experience CloudChannelscaler, Impartner PRM, ZINFI Unified Partner Managementagainst: PartnerStack, Salesforce PRMnothing named
Two alternatives
Oracle Partner Relationship Management, UnifyrOne alternative
ChannelscalerSix alternatives
Channelscaler, Channeltivity, Crossbeam, PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementOne alternative
ChannelscalerGLM 4.7 FlashXZINFI Unified Partner ManagementImpartner PRMChangedImpartner PRMImpartner PRM, ZINFI Unified Partner Managementagainst: Salesforce PRMno first choiceagainst: Impartner PRM, Salesforce PRM
Four alternatives
Crossbeam, Impartner PRM, PartnerStack, Salesforce PRMTwo alternatives
Channelscaler, Salesforce PRMFive alternatives
Crossbeam, PartnerStack, Salesforce PRM, ZINFI Unified Partner Management, impact.comOne alternative
ChannelscalerMiniMax M2.5Impartner PRM, ZINFI Unified Partner ManagementImpartner PRM, Salesforce PRMChangedImpartner PRMZINFI Unified Partner Managementagainst: Salesforce PRMno first choiceagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner Management
Three alternatives
Crossbeam, Salesforce PRM, impact.comOne alternative
ZINFI Unified Partner ManagementSix alternatives
Crossbeam, Oracle Partner Relationship Management, PartnerStack, Salesforce PRM, ZINFI Unified Partner Management, impact.comTwo alternatives
Fours PRM, Impartner PRMGPT-6 LunaImpartner PRMImpartner PRMHeldno first choiceImpartner PRMagainst: Salesforce PRMno first choiceagainst: Channelscaler, Impartner PRM, Mindmatrix, Oracle NetSuite PRM, Partnerize, SAP, Salesforce PRM, Unifyr, impact.com
Three alternatives
PartnerStack, Salesforce PRM, UnifyrTwo alternatives
Salesforce PRM, UnifyrFive alternatives
Impartner PRM, Magentrix PRM, Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementOne alternative
Magentrix UnlimitedMuse Glimmer 30BImpartner PRMImpartner PRMHeldSalesforce PRMFours PRMagainst: Channelscaler, Impartner PRM, Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementImpartner PRMagainst: Impartner PRM, PartnerStack, Salesforce PRM, impact.com
One alternative
Salesforce PRMOne alternative
Salesforce PRMFour alternatives
Impartner PRM, Oracle Partner Relationship Management, ZINFI Technologies Unified Partner Management / ZINFI UPM, Zift Solutions ZiftONEOne alternative
Magentrix 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.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:13 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:23 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:39 | yes | 9 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:31 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:42 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:45 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:23 | yes | 24 | 43 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:25 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:20 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:50 | yes | 9 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:50 | yes | 20 | 178 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:28 | yes | 5 | 29 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:27 | yes | 4 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:24 | yes | 12 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:46 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:22 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:48 | yes | 7 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:34 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:32 | yes | 12 | 13 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:18 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:15 | yes | 24 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:13 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:51 | yes | 5 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:21 | yes | 18 | 41 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:54 | yes | 25 | 52 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:41 | yes | 15 | 32 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:52 | yes | 3 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:29 | yes | 12 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:09 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:37 | yes | 8 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:55 | yes | 6 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:47 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:59 | yes | 5 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:29 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:30 | yes | 25 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:44 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:11 | no | 0 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:49 | yes | 19 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:14 | yes | 25 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:45 | yes | 10 | 55 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:34 | yes | 6 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:04 | yes | 14 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:54 | yes | 9 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:22 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:55 | yes | 10 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:36 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:37 | yes | 20 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:11 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:33 | yes | 24 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:58 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:31 | no | 0 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:55 | yes | 25 | 47 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:32 | yes | 22 | 37 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:07 | yes | 20 | 54 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:39 | yes | 3 | 29 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:28 | yes | 14 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:22 | yes | 19 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:30 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:53 | no | 0 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:43 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:44 | yes | 10 | 49 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:03 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:38 | yes | 23 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:47 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:41 | yes | 5 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:10 | yes | 24 | 47 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:48 | yes | 10 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:34 | no | 0 | 28 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:50 | yes | 4 | 28 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:00 | yes | 14 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:47 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:40 | yes | 5 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:22 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 17:17 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:57 | yes | 22 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:56 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:36 | yes | 23 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:24 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:31 | yes | 24 | 85 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:32 | yes | 10 | 16 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:49 | yes | 19 | 123 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:37 | yes | 20 | 52 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:18 | yes | 4 | 29 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:51 | yes | 23 | 44 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
HubSpot read as HubSpot CRM
Impartner read as Impartner PRM
Introw read as Introw PRM
Kiflo read as Kiflo PRM
Magentrix read as Magentrix PRM
Oracle read as Oracle Partner Relationship Management
Salesforce read as Salesforce PRM
Salesforce (Experience Cloud + Add-ons) read as Salesforce PRM
Salesforce Partner Relationship Management (Experience Cloud) read as Salesforce PRM
Salesforce Partner Relationship Management (PRM) read as Salesforce 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
Zinfi read as ZINFI Unified Partner Management
Unresolved, counted raw
360insig
ChannelScaler, formerly Allbound
ChannelXperts
Channeltivity’s PRM
Fours
Magentrix Unlimited
Microsoft
Microsoft (Dynamics 365 / Power Platform)
Microsoft Partner Center / Microsoft PRM
Mindmatrix Bridge PRM
Mindmatrix Inc.
Oracle NetSuite OpenAir
Oracle NetSuite PRM
Oracle Partner Management
Oracle-related solutions
PartnerHQ
PartnerVerse
SAP
SAP Partner Management
SAP PartnerEdge
ZINFI Technologies Unified Partner Management / ZINFI UPM
Zift Solutions ZiftONE
Discontinued, still offered
No shut-down product was recommended here.