Partner relationship management
Asked as “partner relationship management platform”, and as “PRM software”, on behalf of a mid-market B2B company. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
24%
Contested · PartnerPortal.io 24%
24Channeltivity24PartnerPortal.io18JourneyBee33others
24% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
Channeltivity vs Kiflo PRMChanneltivity vs PartnerStackChanneltivity vs Salesforce PRMChanneltivity vs ChannelscalerPartnerPortal.io vs JourneyBeePartnerPortal.io vs Impartner PRMPartnerPortal.io vs Kiflo PRMPartnerPortal.io vs PartnerStackPartnerPortal.io vs Salesforce PRMPartnerPortal.io vs ChannelscalerJourneyBee vs Impartner PRMJourneyBee vs Kiflo PRMJourneyBee vs PartnerStackJourneyBee vs Salesforce PRMJourneyBee vs ChannelscalerImpartner PRM vs Kiflo PRMImpartner PRM vs PartnerStackImpartner PRM vs Salesforce PRMImpartner PRM vs ChannelscalerKiflo PRM vs PartnerStackKiflo PRM vs Salesforce PRMKiflo PRM vs ChannelscalerPartnerStack vs Salesforce PRMPartnerStack vs ChannelscalerSalesforce PRM vs Channelscaler
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09I10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Channeltivity24%
Channeltivity24%02PartnerPortal.io24%
PartnerPortal.io24%03JourneyBee18%
JourneyBee18%04Impartner PRM9%
Impartner PRM9%05Kiflo PRM4%
Kiflo PRM4%06PartnerStack4%
PartnerStack4%07Salesforce PRM4%
Salesforce PRM4%08Channelscaler2%
Channelscaler2%09ZINFI Unified Partner Management2%
ZINFI Unified Partner Management2%10Introw PRM0%
11Magentrix PRM0%
Magentrix PRM0%12Unifyr0%
Unifyr0%13impact.com0%
impact.com0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Impartner PRM41%
21 of 51 labels negative · 10 of 12 models · 5 hard negative
“Users frequently complain about long implementation times ... Avoid if: You want a highly agile, self-service platform” Gemini 3.5 Flash, negative prompt
Salesforce PRM33%
13 of 39 labels negative · 8 of 12 models · 2 hard negative
“Avoid if: You are a startup or mid-market company looking for a portal you can spin up and manage yourself within a few weeks.” Gemini 3.5 Flash, negative prompt
PartnerStack22%
10 of 45 labels negative · 7 of 12 models · 3 hard negative
“Trustpilot rating of 2.0/5 driven by payout delays, withheld commissions, and sudden account closures” DeepSeek V4 Flash, negative prompt
ZINFI Unified Partner Management32%
9 of 28 labels negative · 6 of 12 models · 3 hard negative
“enterprise-heavy tools like Impartner/ZINFI (~$20k+/yr) are overkill for mid-sized” Grok 4.20, paraphrase prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
21 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 273 links across 96 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · PartnerPortal.io12 answers · 21 citations · 3 models
vendor site · Monday.com12 answers · 13 citations · 3 models
vendor site · JourneyBee10 answers · 17 citations · 3 models
9 answers · 14 citations · 3 models
vendor site · ZINFI9 answers · 11 citations · 3 models
vendor site · Partnerplace8 answers · 9 citations · 3 models
6 answers · 6 citations · 3 models
vendor site · Gartner6 answers · 6 citations · 3 models
vendor site · Guideflow6 answers · 6 citations · 3 models
6 answers · 6 citations · 3 models
vendor site · Impartner5 answers · 9 citations · 3 models
vendor site · xAmplify5 answers · 8 citations · 3 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
10 answers · 3 models
8 answers · 3 models
6 answers · 3 models
6 answers · 3 models
6 answers · 3 models
5 answers · 3 models
5 answers · 3 models
5 answers · 3 models
4 answers · 2 models
4 answers · 2 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best partner relationship management platform”, “partner relationship management platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Channeltivity channeltivity.com | 24% | 99 | 210 | 0 | 2,179 | |||
| PartnerPortal.io partnerportal.io | 24% | 89 | 30 | 0 | 1,437 | |||
| JourneyBee journeybee.io | 18% | 53 | 50 | 0 | 4,243 | 4 | ||
| Impartner PRM impartner.com | 9% | 312 | 110 | 1 | 63,020 | 7 | 8 | |
| Kiflo PRM kiflo.com | 4% | 145 | 20 | 0 | 1,941 | $457 | 5 | |
| PartnerStack partnerstack.com | 4% | 401 | 4,400 | 68 | 27,495 | 16 | ||
| Salesforce parent site Salesforce PRM 4% | 4% | 178 | 550,000 | 60,632 | ||||
| HubSpot parent site HubSpot CRM 4% | 4% | 289 | 368,000 | 9,776 | ||||
| Channelscaler channelscaler.com | 2% | 141 | 260 | 3 | 948 | $279 | 13 | 9 |
| ZINFI Unified Partner Management zinfi.com | 2% | 237 | 10 | 0 | 70,639 | 1 |
Google's top ten for the two searches hold 11 sites; 6 of them are among the sites the models cited here (channelinsider.com, gartner.com, impartner.com, journeybee.io, monday.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 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 4.5ZINFI Unified Partner ManagementChanneltivityChangedZINFI Unified Partner Managementagainst: Impartner PRMPartnerPortal.ioagainst: Channeltivityno first choicenothing named
Two alternatives
Channelscaler, Impartner PRMThree alternatives
Introw PRM, Kiflo PRM, PartnerStackFour alternatives
Channelscaler, Salesforce PRM, Siren, impact.comTwo alternatives
Introw PRM, Kiflo PRMGPT-5.4 miniImpartner PRMImpartner PRM, Salesforce PRMChangedno first choicePartnerTap, Salesforce PRMagainst: Impartner PRM, Kiflo PRM, Magentrix PRM, PartnerStackno first choiceagainst: Channelscaler, Euler, Impartner PRM, Magentrix PRM, PartnerStack, Refersion, Salesforce PRM, Unifyr
Four alternatives
Mindmatrix PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementFour alternatives
Channelscaler, Channeltivity, Impartner PRM, Salesforce PRMGemini 3.5 FlashChanneltivity, PartnerStackagainst: Impartner PRM, Salesforce PRMChanneltivityChangedagainst: Impartner PRM, Salesforce PRMno first choicePartnerPortal.ioagainst: Channelscaler, Impartner PRM, PartnerStackno first choiceagainst: Channelscaler, Impartner PRM, PartnerStack, Salesforce PRM, Unifyr
Four alternatives
Channelscaler, JourneyBee, Kiflo PRM, Magentrix PRMThree alternatives
JourneyBee, Magentrix PRM, PartnerStackTwo alternatives
JourneyBee, Kiflo PRMSeven alternatives
Channelscaler, Channeltivity, Impartner PRM, Magentrix PRM, PartnerStack, ZINFI Unified Partner Management, xAmplifyPerplexity SonarHubSpot CRMJourneyBeeChangedno first choiceHubSpot CRMno first choiceagainst: Impartner PRM, Magentrix PRM, Mindmatrix, Salesforce PRM, ZINFI Unified Partner Management
Two alternatives
Salesforce PRM, Zoho CRMFour alternatives
Channeltivity, Impartner PRM, PartnerStack, ZINFI Unified Partner ManagementEight alternatives
Channelscaler, Channeltivity, Impartner PRM, Kiflo PRM, PartnerPortal.io, PartnerStack, Salesforce PRM, UnifyrFour alternatives
Bigin by Zoho, Freshsales, Pipedrive, Zoho CRMGrok 4.20Channeltivityagainst: Impartner PRM, Unifyr, ZINFI Unified Partner ManagementKiflo PRMChangedagainst: Impartner PRM, ZINFI Unified Partner ManagementImpartner PRMPartnerPortal.ioagainst: Impartner PRM, Pipedriveno first choiceagainst: Impartner PRM, PartnerStack, impact.com
Three alternatives
Channelscaler, Kiflo PRM, PartnerStackThree alternatives
Channeltivity, JourneyBee, PartnerPortal.ioSeven alternatives
Channelscaler, Channeltivity, Kiflo PRM, PartnerStack, Salesforce PRM, Unifyr, ZINFI Unified Partner ManagementTwo alternatives
Kiflo PRM, xAmplifyMistral SmallJourneyBeeJourneyBeeHeldPartnerStack, impact.comPartnerPortal.iono first choiceagainst: PartnerStack, ZINFI Unified Partner Management, impact.com
Three alternatives
Channelscaler, Channeltivity, Impartner PRMFour alternatives
Channeltivity, Kiflo PRM, PartnerStack, Salesforce PRMSix alternatives
Channelscaler, Impartner PRM, Introw PRM, Kiflo PRM, Salesforce PRM, ZINFI Unified Partner ManagementTwo alternatives
Kiflo PRM, PipedriveFour alternatives
Channelscaler, Channeltivity, Impartner PRM, PartnerStackDeepSeek V4 FlashChanneltivity, PartnerStackagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner ManagementChanneltivityChangedagainst: Impartner PRMImpartner PRM, ZINFI Unified Partner ManagementPartnerPortal.ioagainst: PartnerStack, Salesforce PRMImpartner PRMagainst: Salesforce PRMagainst: Channelscaler, Channeltivity, Impartner PRM, Mindmatrix PRM, PartnerStack, Salesforce PRM, Unifyr, ZINFI Unified Partner Management, impact.com
Two alternatives
Channelscaler, PartnerPortal.ioTwo alternatives
Kiflo PRM, PartnerStackFive alternatives
Channeltivity, Kiflo PRM, PartnerStack, Salesforce PRM, impact.comFour alternatives
Crossbeam, GlassHive, JourneyBee, Kiflo PRMFour alternatives
Channelscaler, JourneyBee, Magentrix PRM, ZINFI Unified Partner ManagementLlama 4 MaverickJourneyBeeJourneyBeeHeldno first choicePartnerPortal.iono first choicenothing named
Qwen 3.7 FlashChannelscaler, ChanneltivityChanneltivityChangedagainst: Impartner PRM, ZINFI Unified Partner Managementno first choicePartnerPortal.ioagainst: Impartner PRM, Salesforce PRMno first choiceagainst: Salesforce CPQagainst: Kiflo PRM
Two alternatives
JourneyBee, UnifyrThree alternatives
Channelscaler, Kiflo PRM, PartnerPortal.ioFive alternatives
Channelscaler, Channeltivity, Impartner PRM, PartnerStack, Salesforce PRMThree alternatives
Kiflo PRM, Pipedrive, xAmplifyKimi K2JourneyBeeKiflo PRMChangedagainst: Channelscaler, Impartner PRM, ZINFI Unified Partner ManagementImpartner PRMPartnerPortal.ioagainst: PipedriveChanneltivityagainst: Impartner PRM, PartnerStack, Salesforce PRM, WordPress-based PRM solutions, ZINFI Unified Partner Management, impact.com
Four alternatives
Channelscaler, Channeltivity, Impartner PRM, PartnerStackThree alternatives
Channeltivity, JourneyBee, PartnerStackSeven alternatives
Channelscaler, Channeltivity, Kiflo PRM, PartnerPortal.io, PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementTwo alternatives
Channelyze, Kiflo PRMFour alternatives
Channelscaler, JourneyBee, Kiflo PRM, PartnerStackGLM 4.7 FlashXJourneyBeeChanneltivityChangedImpartner PRMPartnerPortal.iono first choiceagainst: Channelscaler, Impartner PRM, Mindmatrix PRM, PartnerStack, Salesforce PRM, WordPress-based PRM solutions, xAmplify
Three alternatives
Channelscaler, Channeltivity, Kiflo PRMTwo alternatives
PartnerStack, ZINFI Unified Partner ManagementSix alternatives
Channeltivity, Crossbeam, PartnerStack, Salesforce PRM, ZINFI Unified Partner Management, impact.comTwo alternatives
Kiflo PRM, PipedriveMiniMax M2.5ChanneltivityJourneyBee, PartnerPortal.ioChangedno first choicePartnerPortal.ioImpartner PRMagainst: Impartner PRM, Salesforce PRM, impact.com
Three alternatives
Channelscaler, Impartner PRM, Monday.comTwo alternatives
Kiflo PRM, PartnerStackTwo alternatives
Kiflo PRM, PipedriveFour alternatives
Crossbeam, Microsoft Dynamics 365 PRM, Mindmatrix Bridge, 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.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:14 | yes | 8 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:34 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:37 | yes | 16 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 03:30 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:31 | yes | 0 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:45 | yes | 0 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:51 | yes | 0 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 22:57 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:31 | yes | 0 | 19 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:11 | yes | 0 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:04 | yes | 0 | 17 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:04 | yes | 0 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:37 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:51 | yes | 5 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:14 | yes | 13 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 03:35 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:52 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:17 | yes | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:14 | yes | 0 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:43 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:33 | yes | 0 | 54 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:02 | yes | 0 | 34 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:31 | yes | 0 | 17 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:22 | yes | 0 | 12 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:20 | yes | 7 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:25 | yes | 9 | 16 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:02 | yes | 15 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 04:30 | yes | 20 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:18 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:15 | yes | 0 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:24 | yes | 0 | 20 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 22:54 | yes | 0 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:48 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:39 | yes | 0 | 45 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:39 | yes | 0 | 81 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:56 | yes | 0 | 9 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:09 | yes | 7 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:48 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:33 | yes | 16 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:13 | yes | 20 | 16 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:41 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 22:56 | yes | 0 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:55 | yes | 0 | 15 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:28 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:22 | yes | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:38 | yes | 0 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:31 | yes | 0 | 209 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:57 | yes | 0 | 10 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:30 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:46 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:11 | yes | 13 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 03:41 | yes | 20 | 22 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:02 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:56 | yes | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:53 | yes | 0 | 48 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:11 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:21 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:13 | yes | 0 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:46 | yes | 0 | 55 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:15 | yes | 0 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:06 | no | 0 | 3 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:09 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:34 | yes | 23 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 01:20 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:19 | yes | 0 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:03 | yes | 0 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:32 | yes | 0 | 74 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:30 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:40 | yes | 0 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:15 | yes | 0 | 52 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:50 | yes | 0 | 23 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:40 | yes | 0 | 23 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
2 of 4 flipped
GPT-5.4 mini
3 of 4 flipped
Gemini 3.5 Flash
2 of 4 flipped
Perplexity Sonar
0 of 3 flipped
Grok 4.20
1 of 5 flipped
Mistral Small
3 of 5 flipped
DeepSeek V4 Flash
4 of 5 flipped
Llama 4 Maverick
1 of 4 flipped
Qwen 3.7 Flash
2 of 3 flipped
Kimi K2
4 of 6 flipped
GLM 4.7 FlashX
4 of 5 flipped
MiniMax M2.5
2 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
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
Pipedrive PRM read as Pipedrive
Salesforce read as Salesforce PRM
Salesforce PRM / Experience Cloud read as Salesforce PRM
Salesforce Partner Relationship Management (Partner Cloud) read as Salesforce PRM
ZINFI read as ZINFI Unified Partner Management
ZINFI UPM read as ZINFI Unified Partner Management
Zinfi read as ZINFI Unified Partner Management
Zoho read as Zoho CRM
Unresolved, counted raw
GlassHive
HubSpot Channel Manager
Microsoft Cloud Partner Center (Dynamics 365)
Discontinued, still offered
No shut-down product was recommended here.