Partner relationship management for enterprise buyers
Asked as “partner relationship management platform”, and as “PRM software”, on behalf of an enterprise B2B company. 62 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
45%
Clear leader
45Impartner PRM26Salesforce PRM10Channelscaler19others
45% of first choices, clear leader.
Since September 2026▼−5Since September 2026: 48% → 43%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Impartner PRM held the lead, −5 points on 48%, 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.io34%Contested▼−14Since September 2026: 47% → 33%, −14 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →Mid-marketPartnerPortal.io22%Contested↗new leaderNew leader since September 2026: PartnerPortal.io (20%) replaces Channeltivity (24% then, 14% now), 7 points clear, inside the 11-point floor.Standing →Enterprise
Impartner PRM45%Clear leader▼−5Since September 2026: 48% → 43%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This page
PartnerPortal.io34%Contested▼−14Since September 2026: 47% → 33%, −14 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →Mid-marketPartnerPortal.io22%Contested↗new leaderNew leader since September 2026: PartnerPortal.io (20%) replaces Channeltivity (24% then, 14% now), 7 points clear, inside the 11-point floor.Standing →EnterpriseImpartner PRM45%Clear leader▼−5Since September 2026: 48% → 43%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01Impartner PRM45%15%68endorsed leader▼−5Since September 2026: 48% → 43%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.48% → 43%
Impartner PRM45%15%68endorsed leader▼−5Since September 2026: 48% → 43%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.48% → 43%02
Salesforce PRM26%26%66criticized challenger▲+13Since September 2026: 15% → 28%, +13 points. Past the 11-point floor: movement. Read over the models both editions asked.15% → 28%
Salesforce PRM26%26%66criticized challenger▲+13Since September 2026: 15% → 28%, +13 points. Past the 11-point floor: movement. Read over the models both editions asked.15% → 28%03
ZINFI Unified Partner Management10%8%48accepted challenger▼−6Since September 2026: 17% → 11%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 11%
ZINFI Unified Partner Management10%8%48accepted challenger▼−6Since September 2026: 17% → 11%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.17% → 11%04
Channelscaler10%14%37accepted challenger▲+7Since September 2026: 4% → 11%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 11%
Channelscaler10%14%37accepted challenger▲+7Since September 2026: 4% → 11%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 11%05
Channeltivity2%35%17criticized challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%
Channeltivity2%35%17criticized challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 2%Show the four products at 0%, ordered by negative rate
09
Kiflo PRM0%73%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Kiflo PRM0%73%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
impact.com0%43%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
impact.com0%43%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
PartnerStack0%35%40criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
PartnerStack0%35%40criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%06
Unifyr0%18%22accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Unifyr0%18%22accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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 head
All twenty-eight head-to-head pages: the top eight products, each against each
PartnerPortal.io vs PartnerStackPartnerPortal.io vs ZINFI Unified Partner ManagementPartnerPortal.io vs Kiflo PRMPartnerPortal.io vs UnifyrChanneltivity vs ChannelscalerChanneltivity vs Impartner PRMChanneltivity vs PartnerStackChanneltivity vs ZINFI Unified Partner ManagementChanneltivity vs Kiflo PRMChanneltivity vs UnifyrChannelscaler vs Impartner PRMChannelscaler vs PartnerStackChannelscaler vs ZINFI Unified Partner ManagementChannelscaler vs Kiflo PRMChannelscaler vs UnifyrImpartner PRM vs PartnerStackImpartner PRM vs ZINFI Unified Partner ManagementImpartner PRM vs Kiflo PRMImpartner PRM vs UnifyrPartnerStack vs ZINFI Unified Partner ManagementPartnerStack vs Kiflo PRMPartnerStack vs UnifyrZINFI Unified Partner Management vs Kiflo PRMZINFI Unified Partner Management vs UnifyrKiflo PRM vs Unifyr
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 →
010203040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Impartner PRM45%
Impartner PRM45%02Salesforce PRM26%
Salesforce PRM26%03ZINFI Unified Partner Management10%
ZINFI Unified Partner Management10%04Channelscaler10%
Channelscaler10%05Channeltivity2%
Channeltivity2%06Unifyr0%
Unifyr0%07PartnerStack0%
PartnerStack0%08impact.com0%
impact.com0%09Kiflo PRM0%
Kiflo PRM0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, 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.
PartnerStack35%
14 of 40 labels negative · 11 of 14 models · 5 hard negative
“commission-based economics on partner sales, which can undermine predictable total cost of ownership (TCO)” Mistral Small, negative prompt
Salesforce PRM26%
17 of 66 labels negative · 10 of 14 models · 4 hard negative
“Platforms to AVOID If Predictable Cost is a Priority ... Salesforce charges per-member/per-month or per-login” Gemini 3.5 Flash, budget prompt
Impartner PRM15%
10 of 68 labels negative · 9 of 14 models
“Platforms with portal-heavy workflows, such as Impartner, may be less flexible for co-selling use cases, so they warrant caution” Perplexity Sonar, negative prompt
Kiflo PRM73%
8 of 11 labels negative · 7 of 14 models · 4 hard negative
“SMB-Focused and Lightweight PRMs (e.g., Kiflo, Leadfellow) ... Why enterprises should avoid them” Gemini 3.5 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
81 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. 1174 links across 220 sites, every framing counted. Ranked by the number of answers carrying the site or page. 28 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.
vendor site · ZINFI52 answers · 118 citations · 13 models
47 answers · 84 citations · 14 models
vendor site · JourneyBee43 answers · 58 citations · 12 models
40 answers · 42 citations · 12 models
vendor site · Guideflow39 answers · 39 citations · 12 models
vendor site · PartnerPortal.io28 answers · 36 citations · 12 models
vendor site · Monday.com26 answers · 27 citations · 12 models
vendor site · Impartner24 answers · 39 citations · 11 models
23 answers · 23 citations · 11 models
vendor site · Introw21 answers · 30 citations · 11 models
vendor site · Salesforce17 answers · 27 citations · 12 models
17 answers · 18 citations · 8 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.
38 answers · 12 models
37 answers · 12 models
25 answers · 12 models
24 answers · 12 models
23 answers · 11 models
19 answers · 10 models
17 answers · 8 models
17 answers · 11 models
17 answers · 10 models
17 answers · 7 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 | 45% | 301 | 110 | 1 | 63,020 | 7 | 8 | |
| Salesforce parent site Salesforce PRM 26%, Salesforce Sales Cloud 2% | 27% | 275 | 550,000 | 60,632 | ||||
| ZINFI Unified Partner Management zinfi.com | 10% | 202 | 10 | 0 | 70,639 | 1 | ||
| Channelscaler channelscaler.com | 10% | 136 | 260 | 3 | 948 | $279 | 13 | 9 |
| Channeltivity channeltivity.com | 2% | 112 | 210 | 0 | 2,179 | |||
| Microsoft parent site Microsoft Dynamics 365 Sales 2% | 2% | 144 | 2,240,000 | 403,136 | ||||
| Elcom Partner Portal elcom.com.au | 2% | 1 | ||||||
| PartnerTap partnertap.com | 2% | 6 | ||||||
| JourneyBee journeybee.io | 2% | 46 | 50 | 0 | 4,243 | 4 | ||
| Unifyr unifyr.com | 0% | 137 | 210 | 2 | 2,877 | 9 |
Google's top ten for the two searches hold 11 sites; 6 of them are among the sites the models cited here (channelinsider.com, impartner.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 4.5Impartner PRM, ZINFI Unified Partner ManagementImpartner PRMChangedImpartner PRMSalesforce PRMagainst: Impartner PRMno first choiceagainst: Impartner PRM, PartnerStack, Salesforce PRM, ZINFI Partner Sales Management
Three alternatives
Channelscaler, Salesforce PRM, xAmplifyThree alternatives
Salesforce PRM, ZINFI Unified Partner Management, xAmplifyThree alternatives
Channelscaler, Salesforce PRM, ZINFI Unified Partner ManagementOne alternative
ZINFI Unified Partner ManagementGPT-5.4 miniImpartner PRM, Salesforce PRMSalesforce PRMChangedImpartner PRMagainst: Kiflo PRMPartnerTapagainst: Magentrix PRM, Salesforce PRMno first choiceagainst: Impartner PRM, Salesforce PRM, Unifyr
Two alternatives
Channelscaler, ZINFI Unified Partner ManagementOne alternative
Impartner PRMFour alternatives
Channelscaler, Magentrix PRM, PartnerStack, Salesforce PRMOne alternative
Impartner PRMGemini 3.5 FlashZINFI Unified Partner ManagementImpartner PRM, Salesforce PRMChangedImpartner PRMChannelscaleragainst: PartnerStack, Salesforce PRMImpartner PRMagainst: Channeltivity, Kiflo PRM, Leadfellow, Legacy SAP Portals, Oracle Partner Relationship Management, PartnerPortal.io, PartnerStack, Salesforce Experience Cloud
Four alternatives
Impartner PRM, PartnerStack, Salesforce PRM, UnifyrThree alternatives
Channelscaler, Magentrix PRM, ZINFI Unified Partner ManagementFour alternatives
Channelscaler, PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementThree alternatives
Channeltivity, Magentrix PRM, UnifyrThree alternatives
Channelscaler, PartnerStack, Salesforce PRMPerplexity SonarSalesforce PRM, Salesforce Sales Cloudagainst: HubSpotImpartner PRM, Salesforce PRMChangedagainst: Channelscaler, Channeltivity, PartnerStackImpartner PRM, Salesforce PRMMicrosoft Dynamics 365 Salesagainst: Creatio, Salesforce PRMno first choiceagainst: Everflow, Impartner PRM, Kiflo PRM, PartnerStack, Partnerize, Salesforce PRM, TUNE, impact.com
Two alternatives
Microsoft Dynamics 365 Sales, Oracle SalesOne alternative
ZINFI Unified Partner ManagementFour alternatives
Channelscaler, Channeltivity, IBM Sterling Partner Engagement Manager, ZINFI Unified Partner ManagementGrok 4.1 FastImpartner PRMImpartner PRMHeldImpartner PRMagainst: Channelscaler, Channeltivity, PartnerPortal.ioSalesforce PRMagainst: Channeltivity, PartnerStack, ZINFI Unified Partner Managementno first choiceagainst: Channelplace, Channelscaler, Impartner PRM, Outbound, PartnerPath, Relayware, ZINFI Unified Partner Management, xAmplify
Two alternatives
Salesforce PRM, ZINFI Unified Channel ManagementTwo alternatives
Salesforce PRM, ZINFI Unified Partner ManagementFour alternatives
PartnerStack, Salesforce PRM, ZINFI Unified Partner Management, impact.comOne alternative
Impartner PRMMistral SmallImpartner PRMImpartner PRM, Salesforce PRMChangedImpartner PRMSalesforce PRMImpartner PRMagainst: CinnaLab.io, JourneyBee, Kiflo PRM, PartnerPortal.io, PartnerStack, impact.com
Two alternatives
Channelscaler, ZINFI Unified Partner ManagementFour alternatives
Channelscaler, Mindmatrix, Salesforce PRM, ZINFI Unified Partner ManagementTwo alternatives
Impartner PRM, ZINFI Unified Partner ManagementFour alternatives
Channelscaler, Crossbeam, PartnerStack, UnifyrDeepSeek V4 FlashImpartner PRMImpartner PRM, ZINFI Unified Partner ManagementChangedImpartner PRM, ZINFI Unified Partner ManagementChanneltivityagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner ManagementImpartner PRMagainst: Channeltivity, CinnaLab.io, JourneyBee, Kiflo PRM, PartnerPortal.io, PartnerStack, Salesforce PRM, ZINFI Unified Partner Management
Two alternatives
Salesforce PRM, ZINFI Unified Partner ManagementTwo alternatives
Channelscaler, Salesforce PRMThree alternatives
PartnerStack, Salesforce PRM, impact.comOne alternative
ChannelscalerFour alternatives
Introw, Mindmatrix, Salesforce PRM, ZINFI Unified Partner ManagementLlama 4 MaverickImpartner PRMImpartner PRM, Salesforce PRMChangedno first choiceImpartner PRMImpartner PRM, Salesforce PRMagainst: CinnaLab.io, Impartner PRM, JourneyBee, Kiflo PRM, PartnerPortal.io, PartnerStack, impact.com
Five alternatives
Introw, JourneyBee, Kademi, Kiflo PRM, impact.comTwo alternatives
Salesforce PRM, ZINFI Unified Partner ManagementTwo alternatives
Introw, ZINFI Unified Partner ManagementQwen 3.7 FlashChannelscaleragainst: Salesforce PRMSalesforce PRMChangedImpartner PRMChannelscaleragainst: HubSpot PRM, Impartner PRM, Kiflo PRM, Salesforce PRM, Unifyrno first choiceagainst: CinnaLab, JourneyBee, Kiflo PRM, Microsoft Dynamics 365 for Sales, Oracle NetSuite PRM, PartnerPortal.io, PartnerStack, Rewardful, SAP Ariba, Salesforce Experience Cloud, impact.com
Three alternatives
Bridge.io, PartnerStack, WorkSpanTwo alternatives
Impartner PRM, PartnerStackFour alternatives
Channeltivity, PartnerStack, Salesforce PRM, ZINFI TechnologiesTwo alternatives
Channeltivity, ZINFI Unified Partner ManagementKimi K2Impartner PRM, ZINFI Unified Partner Managementagainst: PartnerStackImpartner PRMChangedImpartner PRM, ZINFI Unified Partner ManagementChannelscaleragainst: Impartner PRM, Salesforce PRMSalesforce PRMagainst: Channelplace, Channelscaler, Outbound, PartnerStack, Salesforce PRM, Unifyr
One alternative
Salesforce PRMFour alternatives
Channelscaler, Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementThree alternatives
Channelscaler, PartnerStack, Salesforce PRMOne alternative
ZINFI Unified Partner ManagementTwo alternatives
Impartner PRM, PartnerStackGLM 4.7 FlashXImpartner PRM, Salesforce PRMImpartner PRM, ZINFI Unified Partner ManagementChangedImpartner PRMChannelscaleragainst: Salesforce PRMno first choiceagainst: Channelscaler, PartnerPortal.io
Three alternatives
Channelscaler, PartnerStack, ZINFI Unified Partner ManagementOne alternative
PartnerStackEight alternatives
Channeltivity, JourneyBee, Magentrix PRM, PartnerStack, Salesforce PRM, Unifyr, ZINFI Unified Partner Management, impact.comMiniMax M2.5Impartner PRM, Salesforce PRMZINFI Unified Partner ManagementChangedno first choiceChannelscalerno first choicenothing named
Four alternatives
Bridge, Microsoft Dynamics 365 Partner Center, PartnerStack, ZINFI Unified Partner ManagementTwo alternatives
Impartner PRM, Salesforce PRMSeven alternatives
Channelscaler, Impartner PRM, PartnerStack, Salesforce PRM, Unifyr, ZINFI Unified Partner Management, impact.comTwo alternatives
Impartner PRM, Magentrix PRMGPT-6 LunaImpartner PRMImpartner PRMHeldno first choiceImpartner PRMagainst: Salesforce PRMno first choiceagainst: Impartner PRM, PartnerStack, Salesforce PRM, Unifyr
Two alternatives
Salesforce PRM, UnifyrTwo alternatives
Salesforce PRM, ZINFI Unified Partner ManagementSix alternatives
Impartner PRM, Magentrix PRM, Oracle Partner Relationship Management, Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementFour alternatives
Impartner PRM, PartnerStack, Salesforce PRM, UnifyrMuse Glimmer 30BImpartner PRM, Salesforce PRMImpartner PRMChangedImpartner PRM, Salesforce PRMElcom Partner Portal, JourneyBeeagainst: Salesforce PRMno first choiceagainst: Channeltivity, PartnerStack, Salesforce PRM, impact.com
Two alternatives
Unifyr, ZINFI Unified Partner ManagementOne alternative
Salesforce PRMFour alternatives
Oracle Partner Management within CX Cloud, SAP Partner Management in SAP CX suite, Unifyr One, formerly Zift Solutions / ZiftONE, ZINFI Technologies Unified Partner ManagementTwo alternatives
Impartner PRM, ZINFI Unified Partner ManagementBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 09:08 | yes | 15 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 14:03 | yes | 1 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:40 | yes | 16 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 13:45 | yes | 29 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:43 | yes | 25 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:28 | yes | 14 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:22 | yes | 24 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:53 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:13 | yes | 5 | 54 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:16 | yes | 13 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:02 | yes | 10 | 23 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:28 | yes | 24 | 71 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:08 | yes | 5 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:26 | yes | 24 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:26 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:09 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:11 | yes | 11 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:14 | yes | 15 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:31 | yes | 23 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:19 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:38 | yes | 24 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:58 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:10 | yes | 13 | 39 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:59 | yes | 22 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:25 | yes | 24 | 553 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:00 | yes | 13 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:24 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:34 | yes | 14 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:56 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:40 | yes | 10 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:59 | yes | 19 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:12 | yes | 16 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:30 | yes | 23 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:22 | yes | 14 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:17 | yes | 22 | 43 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:26 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:48 | yes | 15 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:15 | yes | 15 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:44 | yes | 22 | 34 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:44 | yes | 22 | 39 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:18 | yes | 6 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:08 | yes | 20 | 40 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:05 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:09 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:47 | yes | 18 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:29 | yes | 21 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:05 | yes | 19 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:28 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:21 | yes | 22 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 14:16 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:05 | yes | 21 | 105 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:59 | yes | 22 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:37 | yes | 17 | 18 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:26 | yes | 18 | 32 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:44 | yes | 2 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:28 | yes | 22 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:37 | yes | 19 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:20 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:29 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:38 | yes | 19 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:44 | yes | 18 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:26 | no | 0 | 13 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:41 | yes | 25 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:21 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:05 | yes | 10 | 55 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:36 | yes | 19 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:07 | yes | 14 | 35 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:43 | yes | 5 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:43 | yes | 6 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:25 | yes | 14 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:33 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:15 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:08 | yes | 18 | 33 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:26 | yes | 17 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:30 | yes | 21 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:02 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:39 | yes | 20 | 48 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:16 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:06 | yes | 5 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:53 | yes | 24 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:21 | yes | 21 | 63 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:41 | yes | 21 | 35 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:40 | yes | 4 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:23 | yes | 20 | 25 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
Impartner read as Impartner PRM
Kiflo read as Kiflo PRM
Magentrix read as Magentrix PRM
Oracle read as Oracle Partner Relationship Management
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 PRM read as ZINFI Unified Partner Management
ZINFI UPM read as ZINFI Unified Partner Management
Zinfi read as ZINFI Unified Partner Management
Unresolved, counted raw
Bridge.io
ChannelAdvisor
CinnaLab
Elcom Partner Portal
IBM Sterling Partner Engagement Manager
Legacy SAP Portals
MagHub
Microsoft
Microsoft Dynamics 365 Partner Center
Microsoft Dynamics 365 for Sales
Oracle NetSuite PRM
Oracle Partner Management within CX Cloud
SAP
SAP Partner Management in SAP CX suite
Unifyr One, formerly Zift Solutions / ZiftONE
ZINFI Technologies Unified Partner Management
ZINFI Unified Channel Management (PRM + TCMA)
Discontinued, still offered
No shut-down product was recommended here.