Partner relationship management for small business buyers
Asked as “partner relationship management platform”, and as “PRM software”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
44%
Clear leader
44PartnerPortal.io35Kiflo PRM04Channelscaler18others
44% of first choices, clear leader.
Since October 2026▲+10Since October 2026: 34% → 44%, +10 points. Inside the 11-point floor: within noise.PartnerPortal.io held the lead, +10 points on 34%, 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.This pageMid-marketPartnerPortal.io24%Contested▲+2Since October 2026: 22% → 24%, +2 points. Inside the 11-point floor: within noise.Standing →Enterprise
Impartner PRM55%Clear leader▲+10Since October 2026: 45% → 55%, +10 points. Inside the 11-point floor: within noise.Standing →
PartnerPortal.io44%Clear leader▲+10Since October 2026: 34% → 44%, +10 points. Inside the 11-point floor: within noise.This pageMid-marketPartnerPortal.io24%Contested▲+2Since October 2026: 22% → 24%, +2 points. Inside the 11-point floor: within noise.Standing →EnterpriseImpartner PRM55%Clear leader▲+10Since October 2026: 45% → 55%, +10 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01PartnerPortal.io44%0%53endorsed leader▲+10Since October 2026: 34% → 44%, +10 points. Inside the 11-point floor: within noise.34% → 44%
PartnerPortal.io44%0%53endorsed leader▲+10Since October 2026: 34% → 44%, +10 points. Inside the 11-point floor: within noise.34% → 44%02
Kiflo PRM35%2%66endorsed leader▲+3Since October 2026: 32% → 35%, +3 points. Inside the 11-point floor: within noise.32% → 35%
Kiflo PRM35%2%66endorsed leader▲+3Since October 2026: 32% → 35%, +3 points. Inside the 11-point floor: within noise.32% → 35%03
PartnerStack4%19%52accepted challenger▼−9Since October 2026: 13% → 4%, −9 points. Inside the 11-point floor: within noise.13% → 4%
PartnerStack4%19%52accepted challenger▼−9Since October 2026: 13% → 4%, −9 points. Inside the 11-point floor: within noise.13% → 4%04Introw PRM4%4%25accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
05
Channeltivity4%5%19accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Channeltivity4%5%19accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%06
Channelscaler4%48%29criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Channelscaler4%48%29criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%07
JourneyBee2%7%15accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
JourneyBee2%7%15accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%08
impact.com2%45%22criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
impact.com2%45%22criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the five products at 0%, ordered by negative rate
12
Salesforce PRM0%83%42criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Salesforce PRM0%83%42criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13Impartner PRM0%82%45criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Impartner PRM0%82%45criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%11
ZINFI Unified Partner Management0%80%30criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ZINFI Unified Partner Management0%80%30criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Unifyr0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Unifyr0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Crossbeam0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Crossbeam0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
010203I04
050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01PartnerPortal.io44%
PartnerPortal.io44%02Kiflo PRM35%
Kiflo PRM35%03PartnerStack4%
PartnerStack4%04Introw PRM4%
05Channeltivity4%
Channeltivity4%06Channelscaler4%
Channelscaler4%07JourneyBee2%
JourneyBee2%08impact.com2%
impact.com2%09Crossbeam0%
Crossbeam0%10Unifyr0%
Unifyr0%11ZINFI Unified Partner Management0%
ZINFI Unified Partner Management0%12Salesforce PRM0%
Salesforce PRM0%13Impartner PRM0%
Impartner PRM0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Llama 4 Maverick, Qwen 3.7 Flash, 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.
Impartner PRM82%
37 of 45 labels negative · 14 of 14 models · 16 hard negative
“Avoid platforms that are designed for mid-market/enterprise programs… Impartner, ZINFI, and Salesforce Partner Cloud are classic examples.” Muse Glimmer 30B, negative prompt
Salesforce PRM83%
35 of 42 labels negative · 14 of 14 models · 16 hard negative
“Avoid unless the business already runs heavily on Salesforce and can absorb per-member licensing, administration, and implementation work.” Perplexity Sonar, negative prompt
ZINFI Unified Partner Management80%
24 of 30 labels negative · 13 of 14 models · 10 hard negative
“Enterprise PRM platforms like Impartner or ZINFI are built for programs with hundreds or thousands of partners, making them overkill for small operations.” Claude Haiku 4.5, negative prompt
Channelscaler48%
14 of 29 labels negative · 11 of 14 models · 4 hard negative
“What to Avoid Most enterprise-focused PRMs (like Impartner, ZINFI, ChannelScaler, and Salesforce PRM)” Kimi K2, 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. 818 links across 125 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.
vendor site · PartnerPortal.io48 answers · 108 citations · 13 models
46 answers · 114 citations · 14 models
vendor site · Spotsaas42 answers · 54 citations · 10 models
vendor site · GetApp22 answers · 26 citations · 8 models
22 answers · 22 citations · 7 models
publisher (Gane)19 answers · 24 citations · 9 models
vendor site · Kiflo17 answers · 20 citations · 8 models
14 answers · 17 citations · 5 models
vendor site · Partnerplace14 answers · 14 citations · 6 models
vendor site · Capterra13 answers · 20 citations · 7 models
vendor site · Software Advice13 answers · 15 citations · 6 models
11 answers · 11 citations · 7 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.
39 answers · 10 models
24 answers · 11 models
24 answers · 11 models
23 answers · 10 models
23 answers · 9 models
22 answers · 7 models
17 answers · 8 models
16 answers · 9 models
14 answers · 8 models
14 answers · 6 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 | 44% | 89 | 30 | 0 | 1,437 | |||
| Kiflo PRM kiflo.com | 35% | 145 | 20 | 0 | 1,941 | $457 | 5 | |
| PartnerStack partnerstack.com | 4% | 401 | 4,400 | 68 | 27,495 | 16 | ||
| Introw PRM introw.io | 4% | 44 | 2,213 | 22 | ||||
| Channeltivity channeltivity.com | 4% | 99 | 210 | 0 | 2,179 | |||
| Channelscaler channelscaler.com | 4% | 141 | 260 | 3 | 948 | $279 | 13 | 9 |
| JourneyBee journeybee.io | 2% | 53 | 50 | 0 | 4,243 | 4 | ||
| Partner.io partner.io | 2% | 8 | ||||||
| Kaptureio | 2% | |||||||
| 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; 0 of them are among the sites the models cited here. 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 small B2B company?”Paraphrase“Which PRM software would you recommend to a small business that sells to other businesses?”Comparative“What are the top partner relationship management platforms for a small team and how do they differ?”Budget-constrained“What is the best partner relationship management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a partner relationship management platform. What should we look at?”Negative“Which partner relationship management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Channeltivity, Kiflo PRMno first choiceChangedKiflo PRM, PartnerPortal.ioIntrow PRM, PartnerPortal.iono first choiceagainst: Channelscaler, Impartner PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner Management
Two alternatives
Introw PRM, PartnerStackTwo alternatives
Channeltivity, PipedriveTwo alternatives
Kiflo PRM, PipedriveGPT-5.4 miniPartnerStackagainst: Channelscaler, Impartner PRM, Salesforce PRMPartnerPortal.ioChangedagainst: PartnerStackKiflo PRM, PartnerPortal.ioagainst: Salesforce PRM, impact.comPartnerPortal.iono first choicenothing named
One alternative
Introw PRMOne alternative
ChanneltivityTwo alternatives
Introw PRM, PartnerStackOne alternative
Introw PRMGemini 3.5 FlashKiflo PRMagainst: Impartner PRM, ZINFI Unified Partner ManagementKiflo PRMHeldagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner ManagementPartnerPortal.ioagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner ManagementPartnerPortal.ioagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner ManagementChannelscaler, Channeltivity, Kaptureioagainst: Impartner PRM, Salesforce PRM, Unifyragainst: Impartner PRM, Model N, Salesforce PRM, Unifyr, ZINFI Unified Partner Management
Three alternatives
Channeltivity, PartnerPortal.io, PartnerStackFour alternatives
Channeltivity, Introw PRM, PartnerPortal.io, PartnerStackFour alternatives
Channeltivity, Introw PRM, Kiflo PRM, PartnerStackFour alternatives
Crossbeam, FirstPromoter, Kiflo PRM, RewardfulOne alternative
PartnerStackPerplexity SonarKiflo PRMKiflo PRMHeldagainst: Salesforce PRMKiflo PRM, PartnerPortal.ioagainst: Salesforce PRMPartnerPortal.ioagainst: Impartner PRM, Salesforce PRMno first choiceagainst: Channelscaler, Impartner PRM, Magentrix PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner Management, impact.com
Two alternatives
PartnerPortal.io, PartnerStackThree alternatives
Introw PRM, Partner.io, PartnerPortal.ioThree alternatives
Channeltivity, Introw PRM, PartnerStackTwo alternatives
Kiflo PRM, PartnerStackGrok 4.20PartnerPortal.ioagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner ManagementKiflo PRMChangedagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner ManagementKiflo PRMagainst: Impartner PRM, Salesforce PRM, UnifyrPartnerPortal.ioagainst: Impartner PRM, Introw PRM, JourneyBee, ZINFI Unified Partner Management, impact.comChannelscaler, PartnerPortal.ioagainst: ChannelAdvisor, Impartner PRM, Unifyragainst: Impartner PRM, Magentrix PRM, Mindmatrix, MioCommerce, Salesforce PRM, ZINFI Unified Partner Management
Two alternatives
Kiflo PRM, PartnerStackThree alternatives
Mindmatrix, PartnerPortal.io, PartnerStackFour alternatives
Channeltivity, PartnerPortal.io, PartnerStack, ZINFI Unified Partner ManagementOne alternative
Kiflo PRMOne alternative
Salesforce PRMMistral SmallKiflo PRM, PartnerPortal.ioKiflo PRM, PartnerPortal.ioHeldPartnerPortal.ioagainst: MindmatrixPartnerPortal.iono first choiceagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner Management, impact.com
Two alternatives
Introw PRM, PartnerStackOne alternative
PartnerStackThree alternatives
JourneyBee, Kiflo PRM, Zoho CRMTwo alternatives
JourneyBee, Kiflo PRMDeepSeek V4 FlashPartnerPortal.ioagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner ManagementPartnerPortal.ioHeldagainst: Channelscaler, Impartner PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementKiflo PRMagainst: Impartner PRMPartnerPortal.ioagainst: PartnerStackKiflo PRMagainst: Impartner PRM, ZINFI Unified Partner Managementagainst: Impartner PRM, Mindmatrix PRM, Salesforce PRM
Two alternatives
Kiflo PRM, PartnerStackOne alternative
Kiflo PRMThree alternatives
Channelscaler, Crossbeam, PartnerStackTwo alternatives
Kiflo PRM, impact.comTwo alternatives
Channeltivity, PartnerStackLlama 4 MaverickIntrow PRM, JourneyBee, Kiflo PRM, PartnerPortal.ioKiflo PRMChangedJourneyBee, Kiflo PRM, PartnerPortal.ioagainst: Channelscaler, Impartner PRM, Unifyr, ZINFI Unified Partner ManagementPartnerPortal.ioKiflo PRM, PartnerPortal.ioagainst: Impartner PRM, Salesforce PRM, impact.com
Three alternatives
Impartner PRM, PartnerStack, impact.comFour alternatives
Introw PRM, PartnerPortal.io, PartnerStack, UnifyrThree alternatives
JourneyBee, Kiflo PRM, Magentrix PRMTwo alternatives
Salesforce Sales Cloud, ZINFI’s Unified Partner ManagementQwen 3.7 FlashPartnerPortal.ioagainst: Impartner PRM, Salesforce PRMPartnerStackChangedagainst: Channelscaler, Impartner PRM, Salesforce PRMChannelscaleragainst: NetSuite, Salesforce PRMKiflo PRM, PartnerPortal.ioagainst: Impartner PRM, ZINFI Unified Partner Managementno first choiceagainst: Impartner PRM, Oracle Siebel, PTC Vantive, Pipedrive, SAP Commerce Cloud, Salesforce PRM, ShareASale, TUNE, Zoho CRM, impact.com
Three alternatives
HubSpot Partner Program, Kiflo PRM, impact.comTwo alternatives
Kiflo PRM, Partner.ioFour alternatives
HubSpot CRM, PartnerStack, Partnero, Zoho CRMTwo alternatives
HubSpot CRM, Zoho CreatorKimi K2Kiflo PRMKiflo PRMHeldagainst: ChannelscalerPartnerPortal.ioagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner ManagementPartnerPortal.ioagainst: Channelscaler, Impartner PRM, Salesforce PRM, ZINFI Unified Partner Managementno first choiceagainst: PartnerStackagainst: Channelscaler, Impartner PRM, Salesforce PRM, impact.com
Three alternatives
Channelscaler, PartnerStack, impact.comTwo alternatives
PartnerStack, impact.comSeven alternatives
Channelscaler, Introw PRM, Kiflo PRM, Magentrix PRM, PartnerStack, Trackdesk, impact.comOne alternative
Kiflo PRMGLM 4.7 FlashXKiflo PRMimpact.comChangedagainst: Channelscaler, Salesforce PRM, ZINFI Unified Partner ManagementKiflo PRMagainst: ChanneltivityPartnerPortal.ioagainst: Salesforce PRMno first choiceagainst: Impartner PRM, Salesforce PRM, WorkSpan
Three alternatives
Impartner PRM, PartnerStack, ZINFI Unified Partner ManagementThree alternatives
Crossbeam, Kiflo PRM, PartnerStackTwo alternatives
Crossbeam, PartnerPortal.ioTwo alternatives
Partner.io, PartnerHubMiniMax M2.5Kiflo PRMPartnerPortal.ioChangedagainst: PartnerStackKiflo PRM, PartnerPortal.ioagainst: Magentrix PRM, PartnerStackPartnerPortal.ioagainst: Channelscaler, Impartner PRM, ZINFI Unified Partner Managementno first choiceagainst: Impartner PRM, PartnerStack, Salesforce PRM
Three alternatives
Impartner PRM, PartnerStack, ZINFI Unified Partner ManagementOne alternative
Kiflo PRMTwo alternatives
Introw PRM, JourneyBeeTwo alternatives
JourneyBee, Kiflo PRMGPT-6 LunaKiflo PRMKiflo PRMHeldKiflo PRMagainst: ChannelscalerPartner.ioagainst: Kiflo PRMno first choiceagainst: Channelscaler, Impartner PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner Management, impact.com
Three alternatives
Channeltivity, Introw PRM, PartnerStackTwo alternatives
Channeltivity, PartnerStackThree alternatives
Channeltivity, Introw PRM, PartnerStackTwo alternatives
Introw PRM, PartneroMuse Glimmer 30BPartnerPortal.ioKiflo PRMChangedagainst: Salesforce PRMKiflo PRM, PartnerPortal.ioagainst: Channelscaler, Impartner PRM, Mindmatrix, Unifyr, ZINFI Unified Partner Management, impact.comPartnerPortal.ioagainst: impact.comno first choiceagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner Management
Four alternatives
Introw PRM, JourneyBee, Kiflo PRM, PartnerStackFive alternatives
Channelscaler, Mindmatrix, PartnerPortal.io, PartnerStack, impact.comTwo alternatives
PartnerStack, Referral RockOne alternative
Kiflo PRMBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:12 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:33 | yes | 2 | 6 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 09:10 | yes | 12 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:58 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:24 | yes | 9 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:49 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:45 | yes | 25 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:38 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:12 | yes | 10 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:11 | yes | 13 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:35 | yes | 9 | 23 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:44 | yes | 10 | 39 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:41 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:59 | yes | 12 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:00 | no | 0 | 2 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:20 | yes | 3 | 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 16:34 | yes | 8 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:23 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:44 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:10 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:14 | yes | 22 | 16 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:07 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:11 | yes | 5 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:22 | yes | 14 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:20 | yes | 24 | 32 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:00 | yes | 20 | 73 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:35 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:21 | yes | 11 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:25 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:40 | yes | 5 | 8 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 11:54 | yes | 10 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:55 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:03 | yes | 5 | 20 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:53 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:10 | yes | 24 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:06 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:26 | no | 0 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:58 | yes | 17 | 53 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:39 | yes | 24 | 69 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:00 | yes | 10 | 47 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:28 | yes | 6 | 16 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:10 | yes | 14 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:34 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:09 | yes | 2 | 4 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 13:43 | yes | 8 | 15 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:08 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:42 | yes | 13 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:56 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:12 | yes | 23 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:34 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:12 | yes | 5 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:20 | yes | 9 | 42 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:01 | yes | 21 | 69 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:43 | yes | 5 | 19 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:27 | yes | 4 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:21 | yes | 11 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:11 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:19 | 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 16:05 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 17:05 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:26 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:50 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:56 | yes | 25 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:23 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:43 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:40 | yes | 15 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:52 | no | 0 | 13 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:23 | yes | 10 | 28 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:37 | yes | 1 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:40 | yes | 15 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:01 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:36 | no | 0 | 4 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 17:03 | yes | 11 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:46 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:24 | yes | 18 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:21 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:56 | yes | 24 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:21 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:19 | no | 0 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:32 | yes | 25 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:30 | yes | 24 | 57 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:05 | yes | 18 | 91 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:29 | yes | 5 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:24 | yes | 24 | 24 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
HubSpot (with Partner Portal Add-on) 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 CRM read as Pipedrive
Salesforce read as Salesforce PRM
ZINFI read as ZINFI Unified Partner Management
Zoho read as Zoho CRM
Unresolved, counted raw
Channelus
Channl
HubSpot Partner Program
Kaptureio
Labra
MioCommerce
PRM Hub
PTC Vantive
Qollabi
ZINFI’s Unified Partner Management (UPM)
Discontinued, still offered
No shut-down product was recommended here.