Partner relationship management for small business buyers
Asked as “partner relationship management platform”, and as “PRM software”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
34%
Contested · Kiflo PRM 32%
34PartnerPortal.io32Kiflo PRM13PartnerStack21others
34% of first choices, contested.
Since September 2026▼−14Since September 2026: 47% → 33%, −14 points. Past the 11-point floor: movement. Read over the models both editions asked.PartnerPortal.io held the lead, −14 points on 47%, past the 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.This pageMid-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.Standing →
PartnerPortal.io34%Contested▼−14Since September 2026: 47% → 33%, −14 points. Past the 11-point floor: movement. Read over the models both editions asked.This pageMid-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.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 September 2026
01PartnerPortal.io34%0%42endorsed leader▼−14Since September 2026: 47% → 33%, −14 points. Past the 11-point floor: movement. Read over the models both editions asked.47% → 33%
PartnerPortal.io34%0%42endorsed leader▼−14Since September 2026: 47% → 33%, −14 points. Past the 11-point floor: movement. Read over the models both editions asked.47% → 33%02
Kiflo PRM32%0%57endorsed leader▼−11Since September 2026: 42% → 30%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.42% → 30%
Kiflo PRM32%0%57endorsed leader▼−11Since September 2026: 42% → 30%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.42% → 30%03
PartnerStack13%25%53accepted challenger▲+6Since September 2026: 7% → 13%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 13%
PartnerStack13%25%53accepted challenger▲+6Since September 2026: 7% → 13%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 13%04Impartner PRM4%82%39criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
Impartner PRM4%82%39criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%05
Channeltivity2%12%25accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Channeltivity2%12%25accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%06
Introw2%0%16accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Introw2%0%16accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%07
Pipedrive2%13%23accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Pipedrive2%13%23accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%08
JourneyBee2%8%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
JourneyBee2%8%12accepted 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
Channelscaler2%55%20criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Channelscaler2%55%20criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the three products at 0%, ordered by negative rate
12
Salesforce PRM0%77%30criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Salesforce PRM0%77%30criticized 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
impact.com0%69%16criticized 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%69%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11
ZINFI Unified Partner Management0%64%25criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
ZINFI Unified Partner Management0%64%25criticized 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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01PartnerPortal.io34%
PartnerPortal.io34%02Kiflo PRM32%
Kiflo PRM32%03PartnerStack13%
PartnerStack13%04Impartner PRM4%
Impartner PRM4%05Channeltivity2%
Channeltivity2%06Introw2%
Introw2%07Pipedrive2%
Pipedrive2%08JourneyBee2%
JourneyBee2%09Channelscaler2%
Channelscaler2%10impact.com0%
impact.com0%11ZINFI Unified Partner Management0%
ZINFI Unified Partner Management0%12Salesforce PRM0%
Salesforce PRM0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, 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.
Salesforce PRM77%
23 of 30 labels negative · 14 of 14 models · 11 hard negative
“Small businesses should avoid or approach the following PRM platforms with extreme caution:... Prohibitive Cost: ... total cost of ownership is far too high for a small partner ecosystem.” Gemini 3.5 Flash, negative prompt
Impartner PRM82%
32 of 39 labels negative · 13 of 14 models · 13 hard negative
“Avoid platforms that are designed for mid-market/enterprise programs... Impartner, ZINFI, and Salesforce Partner Cloud are classic examples.” GLM 4.7 FlashX, negative prompt
impact.com69%
11 of 16 labels negative · 11 of 14 models · 3 hard negative
“**Impact** and **PartnerStack** if you do **not** want to pay commissions through the PRM; one buyer guide explicitly says to avoid them in that case.” Perplexity Sonar, negative prompt
ZINFI Unified Partner Management64%
16 of 25 labels negative · 10 of 14 models · 7 hard negative
“**Why Avoid for Small Biz?**: Feature-rich for massive channel programs, but reviews note it's excessive for smaller operations” Grok 4.1 Fast, 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
79 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. 1080 links across 167 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.
54 answers · 123 citations · 14 models
vendor site · Pipedrive46 answers · 47 citations · 12 models
vendor site · PartnerPortal.io43 answers · 83 citations · 12 models
34 answers · 36 citations · 12 models
vendor site · Kiflo29 answers · 46 citations · 10 models
vendor site · folk27 answers · 27 citations · 11 models
vendor site · Guideflow26 answers · 28 citations · 10 models
vendor site · ZINFI24 answers · 39 citations · 10 models
vendor site · Partner Fleet24 answers · 24 citations · 11 models
21 answers · 21 citations · 12 models
vendor site · Partnerplace21 answers · 21 citations · 11 models
vendor site · Referral Rock21 answers · 21 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.
44 answers · 12 models
36 answers · 11 models
34 answers · 12 models
27 answers · 11 models
24 answers · 11 models
24 answers · 9 models
24 answers · 11 models
21 answers · 12 models
21 answers · 11 models
21 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 | 34% | 78 | 30 | 0 | 1,437 | |||
| Kiflo PRM kiflo.com | 32% | 128 | 20 | 0 | 1,941 | $457 | 5 | |
| PartnerStack partnerstack.com | 13% | 395 | 4,400 | 68 | 27,495 | 16 | ||
| Impartner PRM impartner.com | 4% | 301 | 110 | 1 | 63,020 | 7 | 8 | |
| HubSpot parent site HubSpot CRM 2%, HubSpot Partner Relationship Management 2% | 4% | 306 | 368,000 | 9,776 | ||||
| Channeltivity channeltivity.com | 2% | 112 | 210 | 0 | 2,179 | |||
| Introw introw.io | 2% | 35 | 260 | 0 | 2,213 | 22 | ||
| Pipedrive pipedrive.com | 2% | 370 | 49,500 | 598 | 418,149 | $55 | 97 | |
| JourneyBee journeybee.io | 2% | 46 | 50 | 0 | 4,243 | 4 | ||
| HubSpot hubspot.com | 2% | 132 | 368,000 | 9,776 | 2,276,428 | $83,922 | 76 | 5 |
Google's top ten for the two searches hold 11 sites; 2 of them are among the sites the models cited here (channelinsider.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 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 4.5Kiflo PRMKiflo PRMHeldKiflo PRM, PartnerPortal.ioPartnerPortal.iono first choiceagainst: ActiveCampaign, Capsule CRM, HubSpot, Monday Sales CRM, Salesforce PRM, Zoho CRM
Two alternatives
PartnerPortal.io, PartnerStackThree alternatives
Channeltivity, PartnerPortal.io, PartnerStackOne alternative
IntrowTwo alternatives
Kiflo PRM, PipedriveGPT-5.4 miniPartnerStackPartnerStackHeldKiflo PRMagainst: Impartner PRM, Salesforce PRMPartnerStackagainst: Impartner PRMno first choicenothing named
Two alternatives
PartnerPortal.io, Salesforce PRMFour alternatives
Channeltivity, Kiflo PRM, Salesforce PRM, ZINFI Unified Partner ManagementThree alternatives
Channelscaler, Channeltivity, Partner.ioOne alternative
impact.com Starter EditionGemini 3.5 FlashPartnerPortal.ioagainst: Channelscaler, Impartner PRM, PartnerStackKiflo PRM, PartnerPortal.ioChangedagainst: Impartner PRM, Salesforce PRMKiflo PRM, PartnerPortal.ioPartnerPortal.ioagainst: Impartner PRM, Salesforce PRMKiflo PRMagainst: Impartner PRM, Salesforce PRMagainst: Impartner PRM, Microsoft Dynamics PRM, Oracle Partner Relationship Management, SAP, Salesforce PRM, ZINFI Unified Partner Management
Two alternatives
Kiflo PRM, LeadfellowTwo alternatives
Channeltivity, ReditusThree alternatives
Everflow, Introw, JourneyBeeTwo alternatives
JourneyBee, Kiflo PRMFour alternatives
Channeltivity, Introw, PartnerPortal.io, PartnerStackPerplexity SonarHubSpotKiflo PRMChangedChanneltivity, Kiflo PRMagainst: Salesforce PRM, ZINFI Unified Partner ManagementHubSpot CRMno first choiceagainst: Impartner PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner Management, impact.com
One alternative
SalesflareThree alternatives
Channeltivity, Introw, JourneyBeeFour alternatives
Mindmatrix, PartnerStack, WorkSpan, impact.comThree alternatives
Freshsales, Less Annoying CRM, Zoho CRMGrok 4.1 FastKiflo PRMagainst: Impartner PRMPartnerPortal.ioChangedagainst: Impartner PRM, ZINFI Unified Partner Managementno first choicePartnerPortal.ioagainst: Impartner PRM, PartnerStack, Pipedriveno first choiceagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner Management, impact.com
Two alternatives
Channelscaler, PartnerStackOne alternative
Kiflo PRMFour alternatives
Channeltivity, Kiflo PRM, PartnerPortal.io, PartnerStackThree alternatives
FirstPromoter, Kiflo PRM, PartnerTapFour alternatives
Introw, Kiflo PRM, Pipedrive, Referral RockMistral SmallJourneyBee, PartnerStackImpartner PRM, Kiflo PRMChangedKiflo PRM, PartnerPortal.ioagainst: Impartner PRM, JourneyBeePartnerPortal.iono first choiceagainst: Channeltivity, Impartner PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner Management, impact.com
One alternative
Impartner PRMTwo alternatives
PartnerStack, TUNETwo alternatives
Channeltivity, PartnerStackTwo alternatives
Partnerplace, PipedriveDeepSeek V4 FlashKiflo PRMagainst: Channelscaler, Impartner PRM, impact.comKiflo PRMHeldagainst: Channeltivity, Impartner PRMKiflo PRMagainst: PipedrivePartnerPortal.ioagainst: Channelscaler, Impartner PRM, ZINFI Unified Partner ManagementKiflo PRMagainst: Channelscaler, Impartner PRM, Unifyr, ZINFI Unified Partner Managementagainst: Channel Mechanics, Channelscaler, Impartner PRM, Magentrix PRM, Salesforce PRM, ZINFI Unified Partner Management
Two alternatives
PartnerPortal.io, PartnerStackTwo alternatives
FirstPromoter, PartnerStackFour alternatives
Channeltivity, Crossbeam, PartnerPortal.io, PartnerStackOne alternative
Kiflo PRMThree alternatives
Channeltivity, PartnerPortal.io, Salesforce Partner CommunityLlama 4 Maverickno first choicePartnerStackChangedno first choicePartnerPortal.iono first choiceagainst: Impartner PRM, PartnerStack, Salesforce PRM, Unifyr, ZINFI Unified Partner Management, impact.com
Two alternatives
Monday.com, PipedriveQwen 3.7 FlashPartnerStackChannelscalerChangedagainst: Impartner PRM, Salesforce PRMPartnerStackagainst: Impartner PRM, Salesforce PRMPartnerPortal.ioagainst: Impartner PRM, ZINFI Unified Partner ManagementChanneltivity, Impartner PRMagainst: Airtable, HubSpot Marketplace solutions, Veeva, Zapier, salesforce.comagainst: Impartner PRM, PartnerStack, Salesforce PRM, Unifyr, ZINFI Unified Partner Management, impact.com
Three alternatives
Kiflo PRM, PartnerPortal.io, ZINFI Unified Partner ManagementThree alternatives
Freshsales, HubSpot CRM, PipedriveFour alternatives
Channelscaler, Channeltivity, FirstPromoter, Kiflo PRMTwo alternatives
Kiflo PRM, PipedriveThree alternatives
HubSpot, PartnerStack, PipedriveKimi K2Kiflo PRMagainst: SoftrKiflo PRMHeldagainst: Channelscaler, Impartner PRM, ZINFI Unified Partner ManagementPartnerPortal.ioagainst: Channelscaler, Impartner PRM, PipedrivePartnerPortal.ioagainst: PartnerStackElioplus, PartnerPortal.ioagainst: Impartner PRM, Mindmatrix, PartnerStack, Salesforce PRM, Unifyr, impact.com
Two alternatives
PartnerPortal.io, PartnerStackTwo alternatives
PartnerPortal.io, PartnerStackOne alternative
Kiflo PRMOne alternative
Kiflo PRMFive alternatives
HubSpot, PartnerStack, Pipedrive, Salesforce PRM, ZINFI Unified Partner ManagementGLM 4.7 FlashXIntrowPartnerPortal.ioChangedagainst: ChanneltivityKiflo PRMPartnerPortal.iono first choiceagainst: Channelscaler, Impartner PRM, Salesforce PRM, ZINFI Unified Partner Management, impact.com
Four alternatives
Channelscaler, Kiflo PRM, PartnerPortal.io, PartnerStackOne alternative
Kiflo PRMFive alternatives
Channeltivity, PartnerPortal.io, PartnerStack, Salesforce PRM, SoftrThree alternatives
Kiflo PRM, PartnerStack, PipedriveMiniMax M2.5no first choiceHubSpot Partner Relationship Management, Kiflo PRMChangedagainst: NetSuite PRM, Salesforce PRMKiflo PRM, PartnerPortal.ioPartnerPortal.io, Pipedriveagainst: ZINFI Unified Partner ManagementKiflo PRMagainst: Impartner PRM, PartnerStack, Salesforce PRM, Unifyr, ZINFI Unified Partner Management, impact.com
One alternative
Zinfi Unified PartnerTwo alternatives
Channelscaler, PipedriveOne alternative
CrossbeamTwo alternatives
HubSpot, PipedriveGPT-6 LunaKiflo PRMagainst: PartnerStackKiflo PRMHeldKiflo PRMPartnerPortal.ioagainst: PartnerStackno first choiceagainst: Impartner PRM, PartnerStack, Salesforce PRM, impact.com
Two alternatives
Crossbeam, PartneroOne alternative
PartnerStackThree alternatives
Channeltivity, PartnerStack, PartneroOne alternative
Kiflo PRMMuse Glimmer 30BPartnerPortal.ioPartnerStackChangedKiflo PRM, PartnerPortal.ioagainst: Channelscaler, Impartner PRM, Salesforce PRMKiflo PRM, PartnerPortal.iono first choiceagainst: Channelscaler, Impartner PRM, Kademi, PartnerStack, Salesforce PRM, impact.com
Three alternatives
Kiflo PRM, PartnerStack, Salesforce PRMOne alternative
Kiflo PRMThree alternatives
PartnerStack, Pipedrive, SoftrTwo alternatives
PartnerStack, PipedriveBold 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 08:12 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:52 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:22 | yes | 20 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:30 | yes | 23 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:27 | yes | 23 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:42 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:28 | yes | 23 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:51 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:31 | yes | 11 | 55 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:09 | yes | 17 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:53 | yes | 21 | 28 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:48 | yes | 5 | 15 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:57 | yes | 4 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:09 | yes | 14 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:21 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:22 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:21 | yes | 18 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 12:41 | yes | 16 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:55 | yes | 21 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:42 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:49 | yes | 25 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:02 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:27 | yes | 5 | 38 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:42 | yes | 15 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:33 | yes | 23 | 100 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:20 | yes | 5 | 16 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:10 | yes | 2 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:07 | yes | 15 | 12 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:43 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:00 | yes | 7 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:56 | yes | 24 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:25 | yes | 15 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:01 | yes | 18 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:59 | yes | 9 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:32 | yes | 23 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:04 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:45 | yes | 19 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:56 | yes | 22 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:00 | yes | 24 | 39 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:33 | yes | 13 | 17 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:56 | yes | 5 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:45 | yes | 14 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:49 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:59 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:34 | yes | 23 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 14:14 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:23 | yes | 22 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:55 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:44 | yes | 20 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:50 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:39 | yes | 9 | 51 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:22 | yes | 18 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:00 | yes | 22 | 55 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:19 | yes | 9 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:23 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:06 | yes | 14 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:33 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:49 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:57 | yes | 9 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:47 | yes | 17 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:52 | yes | 13 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:03 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:49 | yes | 23 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:29 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:47 | no | 0 | 19 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:43 | yes | 19 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:57 | yes | 18 | 31 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:49 | yes | 5 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:18 | yes | 5 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:35 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 14:09 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:48 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:17 | yes | 12 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 13:06 | yes | 17 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:15 | yes | 22 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:05 | yes | 15 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:38 | yes | 24 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 14:08 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:32 | yes | 5 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:10 | yes | 24 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:44 | yes | 23 | 68 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:19 | yes | 24 | 55 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:48 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:36 | yes | 22 | 43 s |
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
Kiflo read as Kiflo PRM
Magentrix read as Magentrix PRM
Pipedrive PRM read as Pipedrive
Salesforce read as Salesforce PRM
Salesforce Partner Relationship Management read as Salesforce PRM
ZINFI read as ZINFI Unified Partner Management
Zinfi read as ZINFI Unified Partner Management
Unresolved, counted raw
HubSpot Marketplace apps
HubSpot Marketplace solutions
Microsoft Dynamics PRM
NetSuite PRM
Pipedrive's PRM add-on
SAP
Salesforce Partner Center
impact.com Starter Edition
salesforce.com
Discontinued, still offered
No shut-down product was recommended here.