Partner relationship management
Asked as “partner relationship management platform”, and as “PRM software”, on behalf of a mid-market B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
24%
Contested · Channeltivity 22%
24PartnerPortal.io22Channeltivity12JourneyBee41others
24% of first choices, contested.
Since October 2026▲+2Since October 2026: 22% → 24%, +2 points. Inside the 11-point floor: within noise.PartnerPortal.io held the lead, +2 points on 22%, 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.This pageEnterprise
Impartner PRM55%Clear leader▲+10Since October 2026: 45% → 55%, +10 points. Inside the 11-point floor: within noise.Standing →
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.This pageEnterpriseImpartner PRM55%Clear leader▲+10Since October 2026: 45% → 55%, +10 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01PartnerPortal.io24%9%22accepted challenger▲+2Since October 2026: 22% → 24%, +2 points. Inside the 11-point floor: within noise.22% → 24%
PartnerPortal.io24%9%22accepted challenger▲+2Since October 2026: 22% → 24%, +2 points. Inside the 11-point floor: within noise.22% → 24%02
Channeltivity22%7%30accepted challenger▲+6Since October 2026: 16% → 22%, +6 points. Inside the 11-point floor: within noise.16% → 22%
Channeltivity22%7%30accepted challenger▲+6Since October 2026: 16% → 22%, +6 points. Inside the 11-point floor: within noise.16% → 22%03
JourneyBee12%5%21accepted challenger▲+8Since October 2026: 4% → 12%, +8 points. Inside the 11-point floor: within noise.4% → 12%
JourneyBee12%5%21accepted challenger▲+8Since October 2026: 4% → 12%, +8 points. Inside the 11-point floor: within noise.4% → 12%04
Kiflo PRM10%5%43accepted challenger▲+6Since October 2026: 4% → 10%, +6 points. Inside the 11-point floor: within noise.4% → 10%
Kiflo PRM10%5%43accepted challenger▲+6Since October 2026: 4% → 10%, +6 points. Inside the 11-point floor: within noise.4% → 10%05
Channelscaler8%16%51accepted challenger▼−8Since October 2026: 16% → 8%, −8 points. Inside the 11-point floor: within noise.16% → 8%
Channelscaler8%16%51accepted challenger▼−8Since October 2026: 16% → 8%, −8 points. Inside the 11-point floor: within noise.16% → 8%06Impartner PRM8%43%60criticized challenger▼−4Since October 2026: 12% → 8%, −4 points. Inside the 11-point floor: within noise.12% → 8%
Impartner PRM8%43%60criticized challenger▼−4Since October 2026: 12% → 8%, −4 points. Inside the 11-point floor: within noise.12% → 8%07
PartnerStack6%12%52accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%
PartnerStack6%12%52accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%08Introw PRM2%0%17accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
09
ZINFI Unified Partner Management2%26%43criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
ZINFI Unified Partner Management2%26%43criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%10
impact.com2%20%25accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
impact.com2%20%25accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
14
Salesforce PRM0%43%54criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Salesforce PRM0%43%54criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%13
Unifyr0%24%21accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Unifyr0%24%21accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%12
Crossbeam0%10%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Crossbeam0%10%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Magentrix PRM0%6%17accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Magentrix PRM0%6%17accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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.
For buyers
Head to head
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 →
01020304050607I08
091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01PartnerPortal.io24%
PartnerPortal.io24%02Channeltivity22%
Channeltivity22%03JourneyBee12%
JourneyBee12%04Kiflo PRM10%
Kiflo PRM10%05Channelscaler8%
Channelscaler8%06Impartner PRM8%
Impartner PRM8%07PartnerStack6%
PartnerStack6%08Introw PRM2%
09ZINFI Unified Partner Management2%
ZINFI Unified Partner Management2%10impact.com2%
impact.com2%11Magentrix PRM0%
Magentrix PRM0%12Crossbeam0%
Crossbeam0%13Unifyr0%
Unifyr0%14Salesforce PRM0%
Salesforce PRM0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B 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 PRM43%
23 of 54 labels negative · 13 of 14 models · 8 hard negative
“Avoid for Mid-Sized Unless Necessary - Salesforce Partner Cloud / Impartner: These are powerful but often overkill for mid-sized firms” Qwen 3.7 Flash, paraphrase prompt
Impartner PRM43%
26 of 60 labels negative · 12 of 14 models · 10 hard negative
“Several companies have reported implementing Impartner taking 6 months to a year while they paid for the platform and not actually using it.” Claude Haiku 4.5, negative prompt
ZINFI Unified Partner Management26%
11 of 43 labels negative · 9 of 14 models · 5 hard negative
“What to Avoid ... (like Impartner, ZINFI, or high-tier Salesforce PRM) typically cost $20,000-$40,000+ annually” MiniMax M2.5, budget prompt
Channelscaler16%
8 of 51 labels negative · 7 of 14 models · 2 hard negative
“Stay away from platforms like Impartner, ZINFI, or ChannelScaler unless absolutely necessary” Qwen 3.7 Flash, budget 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. 780 links across 155 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.
46 answers · 80 citations · 14 models
vendor site · PartnerPortal.io38 answers · 68 citations · 12 models
vendor site · ZINFI29 answers · 49 citations · 12 models
28 answers · 28 citations · 8 models
19 answers · 19 citations · 9 models
vendor site · JourneyBee17 answers · 25 citations · 11 models
vendor site · Partnerplace16 answers · 17 citations · 8 models
vendor site · Guideflow15 answers · 15 citations · 7 models
vendor site · Impartner14 answers · 27 citations · 9 models
14 answers · 18 citations · 9 models
12 answers · 12 citations · 8 models
vendor site · Software Advice11 answers · 19 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.
31 answers · 12 models
28 answers · 8 models
21 answers · 11 models
19 answers · 9 models
16 answers · 8 models
15 answers · 7 models
15 answers · 7 models
12 answers · 8 models
12 answers · 9 models
12 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| PartnerPortal.io partnerportal.io | 24% | 89 | 30 | 0 | 1,437 | |||
| Channeltivity channeltivity.com | 22% | 99 | 210 | 0 | 2,179 | |||
| JourneyBee journeybee.io | 12% | 53 | 50 | 0 | 4,243 | 4 | ||
| Kiflo PRM kiflo.com | 10% | 145 | 20 | 0 | 1,941 | $457 | 5 | |
| Channelscaler channelscaler.com | 8% | 141 | 260 | 3 | 948 | $279 | 13 | 9 |
| Impartner PRM impartner.com | 8% | 312 | 110 | 1 | 63,020 | 7 | 8 | |
| PartnerStack partnerstack.com | 6% | 401 | 4,400 | 68 | 27,495 | 16 | ||
| Introw PRM introw.io | 2% | 44 | 2,213 | 22 | ||||
| ZINFI Unified Partner Management zinfi.com | 2% | 237 | 10 | 0 | 70,639 | 1 | ||
| impact.com impact.com | 2% | 334 | 1,900 | 153 | 111,771 | $3,520 | 117 |
Google's top ten for the two searches hold 11 sites; 3 of them are among the sites the models cited here (impartner.com, journeybee.io, 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 a mid-market B2B company?”Paraphrase“Which PRM software would you recommend to a mid-sized B2B company?”Comparative“What are the top partner relationship management platforms and how do they differ?”Budget-constrained“What is the best partner relationship management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a partner relationship management platform. What should we look at?”Negative“Which partner relationship management platforms should I avoid or be cautious about?”
Claude Haiku 4.5ChanneltivityChanneltivity, JourneyBeeChangedImpartner PRMPartnerPortal.iono first choiceagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner Management
Four alternatives
Channelscaler, JourneyBee, Unifyr, impact.comThree alternatives
Channelscaler, Kiflo PRM, Salesforce PRMFive alternatives
Channelscaler, Channeltivity, PartnerStack, Salesforce PRM, UnifyrThree alternatives
Introw PRM, Kiflo PRM, LeadfellowGPT-5.4 miniImpartner PRMImpartner PRMHeldno first choiceChanneltivityagainst: Impartner PRM, Salesforce partner add-ons, ZINFI Unified Partner Managementno first choiceagainst: Channelscaler, Euler, Impartner PRM, Kiflo PRM, WorkSpan
Four alternatives
Channeltivity, PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementFour alternatives
PartnerStack, Salesforce PRM, ZINFI Unified Partner Management, impact.comSix alternatives
Channelscaler, Channeltivity, Impartner PRM, PartnerStack, Salesforce PRM, WorkSpanOne alternative
ChannelscalerGemini 3.5 FlashChanneltivityagainst: Impartner PRMChanneltivityHeldImpartner PRMPartnerPortal.ioagainst: Channelscaler, Impartner PRM, Salesforce PRM, ZINFI Unified Partner Managementno first choiceagainst: Airtable, Impartner PRM, Monday.com, Notion, PartnerStack, Rewardful, Salesforce Experience Cloud, Tapfiliate, Unifyr, impact.com
Four alternatives
Channelscaler, PartnerStack, Salesforce PRM, UnifyrFour alternatives
Channelscaler, Impartner PRM, Magentrix PRM, PartnerStackFive alternatives
Channelscaler, Channeltivity, PartnerStack, Salesforce PRM, UnifyrSeven alternatives
Airtable, FirstPromoter, HubSpot Sales Hub, JourneyBee, Kiflo PRM, Rewardful, SoftrSix alternatives
Channelscaler, Channeltivity, Impartner PRM, Kiflo PRM, PartnerStack, UnifyrPerplexity SonarChanneltivityagainst: Impartner PRM, ZINFI Unified Partner ManagementImpartner PRMChangedno first choiceagainst: ChannelscalerPartnerPortal.ioagainst: Salesforce PRMno first choiceagainst: Channelscaler, Crossbeam, Impartner PRM, PartnerStack, Salesforce PRM, TrackRev, ZINFI Unified Partner Management, impact.com
Three alternatives
Magentrix PRM, PartnerStack, Salesforce PRMFour alternatives
Channeltivity, PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementNine alternatives
Channeltivity, Impartner PRM, Kiflo PRM, Magentrix PRM, Mindmatrix, PartnerStack, Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementThree alternatives
Crossbeam, Kiflo PRM, TrackdeskGrok 4.20Introw PRMagainst: Impartner PRM, Magentrix PRM, ZINFI Unified Partner ManagementPartnerStackChangedagainst: Impartner PRM, Salesforce PRM, impact.comPartnerStackPartnerPortal.ioagainst: Crossbeam, Elioplus PRM, Impartner PRM, PartnerTap, Partnered, Salesforce PRM, ZINFI Unified Partner Management, impact.comno first choiceagainst: Channelscaler, Channeltivity, Impartner PRM, Mindmatrix, PartnerTap, Salesforce PRM
Two alternatives
Channelscaler, Kiflo PRMTwo alternatives
Kiflo PRM, ZINFI Unified Partner ManagementFive alternatives
Channelscaler, Impartner PRM, Salesforce PRM, ZINFI Unified Partner Management, impact.comTwo alternatives
Kiflo PRM, xAmplifyMistral SmallJourneyBeePartnerStack, impact.comChangedno first choicePartnerPortal.iono first choiceagainst: Salesforce PRM
Two alternatives
Channelscaler, PartnerStackThree alternatives
Channelscaler, Kiflo PRM, MindmatrixTwo alternatives
JourneyBee, Kiflo PRMDeepSeek V4 FlashZINFI Unified Partner ManagementChannelscalerChangedImpartner PRM, ZINFI Unified Partner ManagementPartnerPortal.ioagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner Managementno first choiceagainst: PartnerStack, Salesforce PRMagainst: Impartner PRM, PartnerPortal.io, Partnerize, Salesforce PRM, Unifyr
Four alternatives
Channelscaler, Impartner PRM, Kiflo PRM, Magentrix PRMTwo alternatives
PartnerStack, ZINFI Unified Partner ManagementFour alternatives
Introw PRM, PartnerStack, Salesforce PRM, impact.comTwo alternatives
Kiflo PRM, Partner.ioLlama 4 MaverickJourneyBeeno first choiceChangedno first choicePartnerPortal.iono first choiceagainst: PartnerStack, Salesforce PRM
Two alternatives
Magentrix PRM, PartnerStackTwo alternatives
JourneyBee, Kiflo PRMQwen 3.7 FlashChanneltivity, Impartner PRMKiflo PRMChangedagainst: Channelyze, Impartner PRM, Salesforce PRMImpartner PRMPartnerPortal.ioagainst: Channelscaler, Impartner PRM, JourneyBee, Kiflo PRM, ZINFI Unified Partner Managementno first choiceagainst: Impartner PRM, Oracle Partner Relationship Management, SAP, Unifyr, Varonis
Three alternatives
PartnerStack, Salesforce PRM, impact.comFive alternatives
Channelscaler, Introw PRM, PartnerStack, ZINFI Unified Partner Management, impact.comNine alternatives
JourneyBee, Kiflo PRM, Microsoft Dynamics 365 Sales, PartnerStack, Power Platform, Salesforce PRM, Unifyr, ZINFI Unified Partner Management, impact.comTwo alternatives
Introw PRM, Magentrix PRMKimi K2Channelscaler, Kiflo PRMagainst: Impartner PRMChanneltivity, Kiflo PRMChangedagainst: Channelscaler, Impartner PRM, Salesforce PRM, UnifyrImpartner PRMPartnerPortal.iono first choiceagainst: Impartner PRM, Mindmatrix PRM, Salesforce PRM
Two alternatives
Magentrix PRM, PartnerStackOne alternative
PartnerStackSix alternatives
Channelscaler, Crossbeam, Kiflo PRM, PartnerStack, Salesforce PRM, impact.comTwo alternatives
Introw PRM, Kiflo PRMGLM 4.7 FlashXJourneyBeeChanneltivity, JourneyBeeChangedagainst: Impartner PRM, Salesforce PRMImpartner PRM, ZINFI Unified Partner ManagementPartnerPortal.iono first choiceagainst: Impartner PRM, Salesforce PRM
Four alternatives
Channelscaler, Impartner PRM, PartnerStack, Salesforce PRMThree alternatives
Kiflo PRM, Magentrix PRM, PartnerStackFive alternatives
Crossbeam, Everflow, PartnerStack, Salesforce PRM, impact.comTwo alternatives
Salesforce PRM, impact.comMiniMax M2.5Channelscaler, Kiflo PRMPartnerStackChangedPartnerStackKiflo PRM, PartnerPortal.ioagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner Managementno first choiceagainst: Dynamics, HubSpot CRM, Salesforce PRM
Two alternatives
Channeltivity, PartnerStackThree alternatives
Crossbeam, Impartner PRM, MindmatrixSeven alternatives
Channelscaler, Everflow, Impartner PRM, Kiflo PRM, Salesforce PRM, ZINFI Unified Partner Management, impact.comOne alternative
JourneyBeeGPT-6 LunaChanneltivityChanneltivityHeldagainst: Salesforce PRMno first choicePartner.iono first choiceagainst: Impartner PRM, Oracle Partner Relationship Management, PartnerStack, Salesforce PRM, impact.com
Two alternatives
Channelscaler, Kiflo PRMTwo alternatives
Kiflo PRM, PartnerStackEight alternatives
Channelscaler, Channeltivity, Impartner PRM, Kiflo PRM, Magentrix PRM, PartnerStack, Salesforce PRM, UnifyrTwo alternatives
Channeltivity, Kiflo PRMMuse Glimmer 30BJourneyBeeagainst: Salesforce PRMChannelscalerChangedImpartner PRM, ZINFI Unified Partner ManagementPartnerPortal.ioagainst: Channelscaler, Impartner PRM, Unifyr, ZINFI Unified Partner Managementno first choiceagainst: Channeltivity, Impartner PRM, PartnerPortal.io, PartnerStack, Salesforce PRM
Six alternatives
Impartner PRM, Kiflo PRM, Magentrix PRM, Mindmatrix, PartnerStack, ZINFI Unified Partner ManagementFive alternatives
Impartner PRM, JourneyBee, Kiflo PRM, PartnerStack, Salesforce PRMTen alternatives
HubSpot Partner Portal, Introw PRM, JourneyBee, Kiflo PRM, Magentrix PRM, Oracle Partner Relationship Management, PartnerPortal.io, PartnerStack, Salesforce PRM, impact.comThree alternatives
Introw PRM, Kiflo PRM, impact.comBold 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 10:53 | yes | 10 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:58 | yes | 1 | 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 11:36 | yes | 16 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:30 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:22 | yes | 8 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:31 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:33 | yes | 23 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:48 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:14 | yes | 10 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:56 | yes | 5 | 12 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:04 | yes | 14 | 54 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:17 | yes | 13 | 41 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:09 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:52 | yes | 14 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:39 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:03 | yes | 2 | 5 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 11:11 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:34 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:14 | yes | 5 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:43 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:03 | yes | 22 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:42 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:14 | yes | 5 | 18 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:36 | yes | 9 | 14 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:20 | yes | 14 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:00 | yes | 9 | 57 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:15 | yes | 4 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:08 | yes | 12 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:47 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:38 | yes | 6 | 12 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 10:14 | no | 0 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:13 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:44 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:26 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:44 | yes | 25 | 52 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:29 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:40 | yes | 10 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:30 | yes | 14 | 50 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:29 | yes | 24 | 84 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:12 | yes | 5 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:27 | yes | 8 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:42 | yes | 14 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:09 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:47 | no | 0 | 3 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 17:32 | yes | 6 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:37 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:23 | yes | 19 | 24 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:12 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:45 | yes | 24 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:51 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:26 | yes | 5 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:04 | yes | 12 | 41 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:06 | yes | 21 | 143 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:06 | yes | 5 | 24 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:19 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:47 | yes | 12 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:53 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:03 | no | 0 | 6 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 14:53 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:58 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:41 | yes | 5 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:29 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:42 | yes | 19 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:35 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:23 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:52 | yes | 10 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:19 | yes | 23 | 237 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:53 | yes | 5 | 32 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:13 | yes | 4 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:13 | yes | 15 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:29 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:38 | yes | 5 | 6 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 10:05 | yes | 9 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:35 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:28 | yes | 8 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:47 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:41 | yes | 24 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:46 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:22 | no | 0 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:07 | yes | 24 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:02 | yes | 21 | 35 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:46 | no | 0 | 47 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:18 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:38 | yes | 24 | 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.
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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 Partner Cloud formerly Salesforce PRM 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 (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
Beamery
Bluefolder
Channelfly
Elioplus PRM
Microsoft Partner Portal
MyPRM
PartnerEnable
Partnered
Reselling.io
SAP
Salesforce partner add-ons
TrackRev
Varonis
Zift ONE
Discontinued, still offered
No shut-down product was recommended here.