Partner relationship management
Asked as “partner relationship management platform”, and as “PRM software”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
22%
Contested · Channelscaler 16%
22PartnerPortal.io16Channelscaler16Channeltivity46others
22% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: PartnerPortal.io (20%) replaces Channeltivity (24% then, 14% now), 7 points clear, inside the 11-point floor.PartnerPortal.io leads at 20%, replacing Channeltivity, which led at 24% and stands at 14% now: 7 points clear, inside the floor, so the swap reads as unsettled.
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.This pageEnterprise
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.Standing →
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.This pageEnterpriseImpartner PRM45%Clear leader▼−5Since September 2026: 48% → 43%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01PartnerPortal.io22%6%16accepted challenger▼−4Since September 2026: 24% → 20%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.24% → 20%
PartnerPortal.io22%6%16accepted challenger▼−4Since September 2026: 24% → 20%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.24% → 20%02
Channeltivity16%14%35accepted challenger▼−11Since September 2026: 24% → 14%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.24% → 14%
Channeltivity16%14%35accepted challenger▼−11Since September 2026: 24% → 14%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.24% → 14%03
Channelscaler16%18%38accepted challenger▲+16Since September 2026: 2% → 18%, +16 points. Past the 11-point floor: movement. Read over the models both editions asked.2% → 18%
Channelscaler16%18%38accepted challenger▲+16Since September 2026: 2% → 18%, +16 points. Past the 11-point floor: movement. Read over the models both editions asked.2% → 18%04Impartner PRM12%32%57criticized challenger▲+5Since September 2026: 9% → 14%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 14%
Impartner PRM12%32%57criticized challenger▲+5Since September 2026: 9% → 14%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 14%05
PartnerStack6%26%43criticized challenger▲+2Since September 2026: 4% → 7%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 7%
PartnerStack6%26%43criticized challenger▲+2Since September 2026: 4% → 7%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 7%06
ZINFI Unified Partner Management4%15%34accepted challenger▲+2Since September 2026: 2% → 5%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%
ZINFI Unified Partner Management4%15%34accepted challenger▲+2Since September 2026: 2% → 5%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%07
Kiflo PRM4%4%26accepted challenger=heldSince September 2026: 4% → 5%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 5%
Kiflo PRM4%4%26accepted challenger=heldSince September 2026: 4% → 5%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 5%08
Unifyr2%7%14accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Unifyr2%7%14accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%09
Salesforce PRM2%37%43criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%
Salesforce PRM2%37%43criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%Show the two products at 0%, ordered by negative rate
11
impact.com0%47%17criticized 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%47%17criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Introw0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Introw0%0%10accepted 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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01PartnerPortal.io22%
PartnerPortal.io22%02Channeltivity16%
Channeltivity16%03Channelscaler16%
Channelscaler16%04Impartner PRM12%
Impartner PRM12%05PartnerStack6%
PartnerStack6%06ZINFI Unified Partner Management4%
ZINFI Unified Partner Management4%07Kiflo PRM4%
Kiflo PRM4%08Unifyr2%
Unifyr2%09Salesforce PRM2%
Salesforce PRM2%10Introw0%
Introw0%11impact.com0%
impact.com0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Impartner PRM32%
18 of 57 labels negative · 12 of 14 models · 3 hard negative
“Avoid if budget is tight:** ... **Impartner PRM** are typically much more expensive” GPT-5.4 mini, budget prompt
Salesforce PRM37%
16 of 43 labels negative · 11 of 14 models · 1 hard negative
“What to Avoid for Mid-Market - **Salesforce Partner Cloud (PRM)** — Powerful but notoriously expensive and complex” DeepSeek V4 Flash, direct prompt
PartnerStack26%
11 of 43 labels negative · 10 of 14 models · 5 hard negative
“Avoid or be cautious with Impact and PartnerStack if your priority is to minimize commission-based costs on partner sales.” Perplexity Sonar, negative prompt
impact.com47%
8 of 17 labels negative · 7 of 14 models · 6 hard negative
“**Caution level: High** — Despite its popularity, it has a **notably high volume of negative reviews**... **Who should avoid:** Small-to-mid-size businesses” DeepSeek V4 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
78 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. 1038 links across 173 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.
43 answers · 111 citations · 14 models
vendor site · Guideflow37 answers · 44 citations · 12 models
vendor site · ZINFI35 answers · 70 citations · 13 models
35 answers · 35 citations · 13 models
29 answers · 29 citations · 10 models
vendor site · PartnerPortal.io25 answers · 42 citations · 10 models
vendor site · folk24 answers · 25 citations · 11 models
21 answers · 26 citations · 10 models
vendor site · Partner Fleet19 answers · 19 citations · 10 models
vendor site · Referral Rock18 answers · 18 citations · 11 models
vendor site · Introw17 answers · 27 citations · 8 models
vendor site · JourneyBee16 answers · 24 citations · 9 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.
35 answers · 12 models
35 answers · 13 models
29 answers · 10 models
19 answers · 10 models
19 answers · 8 models
18 answers · 9 models
18 answers · 11 models
16 answers · 9 models
16 answers · 7 models
14 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 |
|---|---|---|---|---|---|---|---|---|
| PartnerPortal.io partnerportal.io | 22% | 78 | 30 | 0 | 1,437 | |||
| Channeltivity channeltivity.com | 16% | 112 | 210 | 0 | 2,179 | |||
| Channelscaler channelscaler.com | 16% | 136 | 260 | 3 | 948 | $279 | 13 | 9 |
| Impartner PRM impartner.com | 12% | 301 | 110 | 1 | 63,020 | 7 | 8 | |
| PartnerStack partnerstack.com | 6% | 395 | 4,400 | 68 | 27,495 | 16 | ||
| HubSpot parent site HubSpot CRM 6% | 6% | 306 | 368,000 | 9,776 | ||||
| ZINFI Unified Partner Management zinfi.com | 4% | 202 | 10 | 0 | 70,639 | 1 | ||
| Kiflo PRM kiflo.com | 4% | 128 | 20 | 0 | 1,941 | $457 | 5 | |
| JourneyBee journeybee.io | 4% | 46 | 50 | 0 | 4,243 | 4 | ||
| Unifyr unifyr.com | 2% | 137 | 210 | 2 | 2,877 | 9 |
Google's top ten for the two searches hold 11 sites; 3 of them are among the sites the models cited here (channelinsider.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 4.5Kiflo PRMagainst: Impartner PRMno first choiceChangedImpartner PRMPartnerPortal.iono first choiceagainst: Channelscaler, Channeltivity, Impartner PRM, PartnerStack, Salesforce PRM, ZINFI Partner Sales Management, impact.com
Two alternatives
Channeltivity, Salesforce PRMFive alternatives
Channelscaler, Channeltivity, PartnerStack, Salesforce Experience Cloud, ZINFI Unified Partner ManagementOne alternative
Kiflo PRMGPT-5.4 miniImpartner PRMSalesforce PRMChangedSalesforce PRMMagentrix PRMagainst: Impartner PRM, Salesforce PRMno first choiceagainst: Impartner PRM, Magentrix PRM
Four alternatives
Channeltivity, PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementOne alternative
Impartner PRMFour alternatives
Channelscaler, Channeltivity, Impartner PRM, UnifyrOne alternative
PARTNER2BGemini 3.5 FlashChanneltivityagainst: Salesforce Experience CloudChannelscalerChangedImpartner PRM, ZINFI Unified Partner Managementagainst: Salesforce Experience CloudElioplus PRM, PartnerPortal.ioChanneltivity, PartnerStackagainst: Salesforce PRMagainst: HubSpot, Impartner PRM, PartnerStack, Salesforce PRM, Unifyr, ZINFI Unified Partner Management
Five alternatives
Channelscaler, Impartner PRM, Introw, Kiflo PRM, PartnerStackFour alternatives
Channeltivity, Kiflo PRM, Magentrix PRM, PartnerStackFour alternatives
Channelscaler, Euler, Kiflo PRM, PartnerStackTwo alternatives
Introw PRM, Kiflo PRMThree alternatives
Impartner PRM, Kiflo PRM, Magentrix PRMPerplexity SonarHubSpot CRMagainst: Salesforce PRMPartnerStackChangedno first choiceHubSpot CRM, Zoho CRMno first choiceagainst: Impartner PRM, PartnerStack, Salesforce PRM, impact.com
Two alternatives
Microsoft Dynamics 365 Sales, Zoho CRMThree alternatives
Channelscaler, Impartner PRM, Salesforce PRMSix alternatives
Impartner PRM, Magentrix PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner Management, impact.comTwo alternatives
Freshsales, Less Annoying CRMGrok 4.1 FastPartnerStackagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner ManagementChanneltivity, Impartner PRMChangedZINFI Unified Partner ManagementPartnerPortal.ioagainst: Channelscaler, Google Sheets/Notion/Airtable, Impartner PRM, PartnerStackno first choiceagainst: Channelscaler, Channeltivity, Impartner PRM, PartnerStack, ZINFI Unified Partner Management
Three alternatives
Channelscaler, Channeltivity, Kiflo PRMThree alternatives
Kiflo PRM, PartnerStack, ZINFI Unified Partner ManagementFour alternatives
Impartner PRM, PartnerStack, Salesforce PRM, impact.comOne alternative
Kiflo PRMMistral SmallChanneltivityImpartner PRMChangedImpartner PRMPartnerPortal.ioChannelscaler, Impartner PRM, Unifyragainst: PartnerStack, Salesforce PRM, impact.com
Two alternatives
Impartner PRM, UnifyrThree alternatives
SP_CE Partner Portal, Unifyr, ZINFI Unified Partner ManagementFive alternatives
Channelscaler, Channeltivity, PartnerStack, Salesforce PRM, UnifyrTwo alternatives
HubSpot PRM, Salesforce PRMDeepSeek V4 FlashChannelscaleragainst: Awin, Salesforce PRM, impact.comZINFI Unified Partner ManagementChangedImpartner PRM, Salesforce PRMPartnerPortal.ioagainst: Channelscaler, Impartner PRM, ZINFI Unified Partner Managementno first choiceagainst: Salesforce PRMagainst: PartnerStack, Salesforce PRM, ZINFI Unified Partner Management, impact.com
Three alternatives
Channeltivity, Impartner PRM, ZINFI Unified Partner ManagementFour alternatives
Impartner PRM, Kiflo PRM, Partner Insight, PartnerStackFive alternatives
Channelscaler, Channeltivity, Kiflo PRM, PartnerStack, ZINFI Unified Partner ManagementTwo alternatives
JourneyBee, Kiflo PRMFive alternatives
Channelscaler, Channeltivity, Impartner PRM, JourneyBee, ZINFI Unified Partner ManagementLlama 4 Maverickno first choiceKiflo PRMChangedno first choicePartnerPortal.iono first choiceagainst: PartnerStack, impact.com
Four alternatives
Channeltivity, Impartner PRM, Kademi, Zinfi Unified PartnerThree alternatives
Mindmatrix, Salesforce PRM, Zinfi Unified PartnerQwen 3.7 FlashImpartner PRMChannelscalerChangedZINFI Unified Partner Managementagainst: Salesforce PRMHubSpot CRMagainst: Impartner PRM, Varicentno first choiceagainst: Channeltivity, Impartner PRM, Salesforce PRM
Three alternatives
Channelscaler, HubSpot Partners, ZINFI Unified Partner ManagementThree alternatives
Impartner PRM, Pocketbit, Salesforce PRM CloudTwo alternatives
Impartner PRM, PartnerStackThree alternatives
Airtable, Channelurite, Zoho CRMKimi K2ChannelscalerChannelscalerHeldagainst: Salesforce Experience CloudImpartner PRM, ZINFI Unified Partner ManagementPartnerPortal.ioagainst: Channelscaler, Channeltivity, Impartner PRMChannelscaleragainst: Channelscaler, PartnerStack, Salesforce PRM, impact.com
Three alternatives
Channeltivity, Impartner PRM, PartnerStackThree alternatives
Impartner PRM, PartnerStack, UnifyrFour alternatives
Channelscaler, PartnerStack, Salesforce PRM, impact.comThree alternatives
Introw.io, Kiflo PRM, impact.comThree alternatives
Channeltivity, Impartner PRM, Salesforce PRMGLM 4.7 FlashXChannelscaler, ChanneltivityZINFI Unified Partner ManagementChangedagainst: Impartner PRMImpartner PRMPartnerPortal.iono first choiceagainst: PartnerPortal.io, PartnerStack, Referral Rock
Three alternatives
Impartner PRM, Salesforce PRM, ZINFI Unified Partner ManagementThree alternatives
Kiflo PRM, PartnerStack, Salesforce PRMSix alternatives
Channelscaler, Introw, Kiflo PRM, PartnerStack, ZINFI Unified Partner Management, impact.comThree alternatives
Reditus, Salesforce PRM, impact.comMiniMax M2.5no first choiceChanneltivity, Impartner PRMChangedImpartner PRMPartnerPortal.iono first choiceagainst: Impartner PRM, Salesforce PRM
Three alternatives
Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementSeven alternatives
Channelscaler, Channeltivity, Mindmatrix, PartnerStack, Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementOne alternative
PartnerTapGPT-6 LunaChanneltivityChanneltivityHeldno first choicePartnerPortal.iono first choiceagainst: Channeltivity, Impartner PRM, Kiflo PRM, PartnerStack
Three alternatives
Magentrix PRM, PartnerStack, Salesforce PRMThree alternatives
Kiflo PRM, PartnerStack, Salesforce PRMSix alternatives
Channeltivity, Impartner PRM, Kiflo PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementOne alternative
Kiflo PRMMuse Glimmer 30BJourneyBeeJourneyBeeHeldImpartner PRMPartnerPortal.ioagainst: Impartner PRM, Salesforce PRMno first choiceagainst: Impartner PRM, ZINFI Unified Partner Management UPM, impact.com
Four alternatives
Channeltivity, Impartner PRM, PartnerPortal.io, Salesforce PRMFour alternatives
Channelscaler, Channeltivity, Mindmatrix, PartnerStackSeven alternatives
Channelscaler, Channeltivity, PartnerStack, Salesforce Experience Cloud, Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementTwo alternatives
Introw, Zoho CRM PortalsBold 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 12:46 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:41 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:33 | yes | 14 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:18 | yes | 21 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:24 | yes | 24 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:45 | yes | 20 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:24 | yes | 25 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:18 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:50 | yes | 5 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:05 | yes | 18 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:21 | yes | 17 | 66 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:54 | yes | 5 | 13 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:15 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:23 | yes | 13 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:09 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:07 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:09 | yes | 9 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:38 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:19 | yes | 20 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:13 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:41 | yes | 23 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:06 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:43 | no | 0 | 43 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:50 | yes | 9 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:06 | yes | 21 | 25 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:42 | yes | 15 | 14 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:26 | yes | 4 | 30 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:45 | yes | 15 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:31 | yes | 10 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:49 | yes | 7 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:49 | yes | 15 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:18 | yes | 13 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:46 | yes | 22 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:01 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:15 | yes | 21 | 52 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:48 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:18 | yes | 10 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:18 | yes | 14 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:36 | yes | 25 | 29 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:05 | yes | 14 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:51 | yes | 9 | 39 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:01 | yes | 12 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:52 | yes | 16 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:31 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:34 | yes | 18 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:27 | yes | 22 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:35 | yes | 22 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:30 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:53 | yes | 17 | 15 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:39 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 14:06 | no | 0 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:24 | yes | 19 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:20 | yes | 22 | 215 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:37 | yes | 10 | 19 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:16 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:17 | yes | 15 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:32 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:47 | yes | 3 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:00 | yes | 7 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:14 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:53 | yes | 14 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:30 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:41 | yes | 23 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:31 | yes | 5 | 38 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:53 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:43 | yes | 23 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:25 | yes | 15 | 22 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:58 | yes | 5 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:44 | yes | 2 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:09 | yes | 14 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:39 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:23 | yes | 3 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:36 | yes | 14 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 13:08 | yes | 17 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:39 | yes | 22 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:55 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:52 | yes | 25 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:42 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:16 | yes | 23 | 52 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:07 | yes | 22 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:03 | yes | 23 | 36 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:28 | yes | 14 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:48 | yes | 4 | 26 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:47 | yes | 22 | 40 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
ShowHide
Claude Haiku 4.5
3 of 4 flipped
GPT-5.4 mini
2 of 4 flipped
Gemini 3.5 Flash
6 of 6 flipped
Perplexity Sonar
4 of 4 flipped
Grok 4.1 Fast
5 of 6 flipped
Mistral Small
5 of 6 flipped
DeepSeek V4 Flash
3 of 5 flipped
Llama 4 Maverick
1 of 3 flipped
Qwen 3.7 Flash
4 of 4 flipped
Kimi K2
4 of 5 flipped
GLM 4.7 FlashX
3 of 4 flipped
MiniMax M2.5
3 of 4 flipped
GPT-6 Luna
2 of 4 flipped
Muse Glimmer 30B
3 of 4 flipped
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Impartner read as Impartner PRM
Impartner (PRM) read as Impartner PRM
Kiflo read as Kiflo PRM
Magentrix read as Magentrix PRM
Salesforce 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 Unified PRM read as ZINFI Unified Partner Management
Zinfi read as ZINFI Unified Partner Management
Unresolved, counted raw
Affinda
Channel-IO
Channelurite
Elioplus PRM
Google Sheets/Notion/Airtable
HubSpot Partner Hub
Introw.io
Microsoft Dynamics 365 PRM
PARTNER2B
Partner Cloud
Partner Insight
Pocketbit
SP_CE Partner Portal
Salesforce PRM Cloud
ZINFI Unified Partner Management UPM
Zoho CRM Portals
Discontinued, still offered
No shut-down product was recommended here.