Partner relationship management for small business buyers
Asked as “partner relationship management platform”, and as “PRM software”, on behalf of a small B2B company. 43 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
47%
Clear leader
47PartnerPortal.io42Kiflo PRM07PartnerStack05others
47% of first choices, clear leader.
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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the eight 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 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
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
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01PartnerPortal.io47%
PartnerPortal.io47%02Kiflo PRM42%
Kiflo PRM42%03PartnerStack7%
PartnerStack7%04Channeltivity0%
Channeltivity0%05JourneyBee0%
JourneyBee0%06Pipedrive0%
Pipedrive0%07impact.com0%
impact.com0%08Channelscaler0%
Channelscaler0%09ZINFI Unified Partner Management0%
ZINFI Unified Partner Management0%10Salesforce PRM0%
Salesforce PRM0%11Impartner PRM0%
Impartner PRM0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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 PRM91%
30 of 33 labels negative · 11 of 12 models · 19 hard negative
“you should avoid or be highly cautious about the following platforms and categories... Impartner, ZINFI, and Unifyr” Gemini 3.5 Flash, negative prompt
Salesforce PRM81%
25 of 31 labels negative · 11 of 12 models · 15 hard negative
“Platforms to Avoid or Be Very Cautious About ... Salesforce Partner Cloud (formerly Salesforce PRM) ... prohibitive for small to medium-sized businesses” Mistral Small, negative prompt
PartnerStack36%
15 of 42 labels negative · 8 of 12 models · 3 hard negative
“Avoid tools (like PartnerStack, and some others) that take a cut of partner payouts.” DeepSeek V4 Flash, direct prompt
impact.com62%
8 of 13 labels negative · 8 of 12 models · 3 hard negative
“impact.com emerge as the most problematic PRM platforms for small businesses” Mistral Small, negative 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
20 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. 257 links across 93 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.
12 answers · 23 citations · 4 models
vendor site · PartnerPortal.io10 answers · 28 citations · 3 models
vendor site · Kiflo7 answers · 10 citations · 3 models
vendor site · JourneyBee7 answers · 9 citations · 3 models
vendor site · ZINFI7 answers · 8 citations · 3 models
vendor site · Partnerplace7 answers · 7 citations · 2 models
vendor site · Introw6 answers · 8 citations · 3 models
6 answers · 6 citations · 3 models
vendor site · Gartner6 answers · 6 citations · 4 models
vendor site · Guideflow6 answers · 6 citations · 3 models
6 answers · 6 citations · 3 models
vendor site · Monday.com6 answers · 6 citations · 2 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.
7 answers · 2 models
6 answers · 2 models
6 answers · 3 models
6 answers · 3 models
6 answers · 3 models
5 answers · 3 models
5 answers · 3 models
5 answers · 2 models
5 answers · 3 models
5 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 |
|---|---|---|---|---|---|---|---|---|
| PartnerPortal.io partnerportal.io | 47% | 89 | 30 | 0 | 1,437 | |||
| Kiflo PRM kiflo.com | 42% | 145 | 20 | 0 | 1,941 | $457 | 5 | |
| PartnerStack partnerstack.com | 7% | 401 | 4,400 | 68 | 27,495 | 16 | ||
| HubSpot parent site HubSpot CRM 2%, HubSpot Marketing Hub 0%, HubSpot PRM 0%, HubSpot Partners 0% | 2% | 991 | 368,000 | 9,776 | ||||
| Salesflare salesflare.com | 2% | 26 | 720 | 9 | 23,804 | 1 | ||
| Channeltivity channeltivity.com | 0% | 99 | 210 | 0 | 2,179 | |||
| JourneyBee journeybee.io | 0% | 53 | 50 | 0 | 4,243 | 4 | ||
| Pipedrive pipedrive.com | 0% | 360 | 49,500 | 598 | 418,149 | $55 | 97 | |
| Introw PRM introw.io | 0% | 44 | 2,213 | 22 | ||||
| Channelyze | 0% |
Google's top ten for the two searches hold 11 sites; 5 of them are among the sites the models cited here (channelinsider.com, gartner.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 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 PRM, PartnerStackno first choiceChangedKiflo PRM, PartnerPortal.ioagainst: Salesforce PRMKiflo PRMno first choiceagainst: Channelscaler, Impartner PRM, Mindmatrix, Salesforce PRM, ZINFI Unified Partner Management
Two alternatives
Salesforce PRM, impact.comTwo alternatives
Introw PRM, PartnerStackTwo alternatives
PartnerStack, UnifyrGPT-5.4 miniPartnerStackagainst: Salesforce PRMKiflo PRMChangedagainst: Impartner PRM, Salesforce PRMPartnerStackagainst: Impartner PRM, Salesforce PRMKiflo PRMagainst: Channelscaler, Impartner PRMno first choiceagainst: Channelscaler, Impartner PRM, Kiflo PRM, Oracle Partner Relationship Management, Salesforce PRM, Unifyr
Four alternatives
Channeltivity, Kiflo PRM, PartnerPortal.io, impact.comOne alternative
PartnerStackThree alternatives
Channelscaler, Channeltivity, Magentrix PRMOne alternative
impact.comGemini 3.5 FlashPartnerPortal.ioagainst: Impartner PRM, Salesforce PRM, impact.comPartnerPortal.ioHeldagainst: Impartner PRM, PartnerStack, Salesforce PRMPartnerPortal.ioPartnerPortal.ioagainst: Impartner PRM, PartnerStack, ZINFI Unified Partner ManagementKiflo PRMagainst: PartnerStackagainst: Impartner PRM, PartnerStack, Salesforce PRM, Unifyr, ZINFI Unified Partner Management
Three alternatives
Everflow, Kiflo PRM, PartnerStackTwo alternatives
JourneyBee, Kiflo PRMThree alternatives
Introw PRM, JourneyBee, Kiflo PRMFive alternatives
HubSpot Marketing Hub, Kiflo PRM, Pipedrive, Reditus, Zoho CRMFour alternatives
Channeltivity, JourneyBee, Rewardful, impact.comPerplexity SonarSalesflareKiflo PRMChangedagainst: JourneyBeePartnerPortal.ioHubSpot CRMno first choiceagainst: Impartner PRM, Magentrix PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner Management, impact.com
Three alternatives
HubSpot CRM, Pipedrive, Zoho CRMTwo alternatives
PartnerPortal.io, PartnerplaceTwo alternatives
Kiflo PRM, PartnerStackTwo alternatives
Bigin by Zoho, Zoho CRMGrok 4.20PartnerPortal.ioagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner ManagementPartnerPortal.ioHeldagainst: Channelyze, Impartner PRM, JourneyBee, PartnerStack, PipedrivePartnerPortal.ioagainst: Impartner PRM, Pipedrive, ZINFI Unified Partner ManagementPartnerPortal.ioagainst: PipedriveKiflo PRM, PartnerPortal.ioagainst: Impartner PRM, Salesforce PRMagainst: Channelscaler, Impartner PRM, Mindmatrix PRM, Salesforce PRM, ZINFI Unified Partner Management
Four alternatives
Channelyze, Kiflo PRM, PartnerStack, PipedriveOne alternative
Kiflo PRMTwo alternatives
Channeltivity, Kiflo PRMThree alternatives
Channelyze, Kiflo PRM, xAmplifyTwo alternatives
Channelyze, PartnerStackMistral SmallKiflo PRM, PartnerStackagainst: Impartner PRM, Salesforce PRM, UnifyrKiflo PRMChangedKiflo PRM, PartnerPortal.ioagainst: Channelscaler, Impartner PRM, UnifyrPartnerPortal.ioagainst: Channelscaler, Impartner PRM, ZINFI Unified Partner Managementno first choiceagainst: Oracle Partner Relationship Management, Salesforce PRM, impact.com
Three alternatives
Channelscaler, Channeltivity, PartnerPortal.ioTwo alternatives
PartnerPortal.io, PipedriveThree alternatives
Channeltivity, JourneyBee, PartnerStackTwo alternatives
JourneyBee, Kiflo PRMDeepSeek V4 FlashKiflo PRM, PartnerPortal.ioagainst: Channeltivity, Impartner PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementKiflo PRMChangedPartnerPortal.ioagainst: Channelscaler, Impartner PRM, Magentrix PRM, PartnerStack, ZINFI Unified Partner ManagementPartnerPortal.ioagainst: Channelscaler, Impartner PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner Managementno first choiceagainst: HubSpot CRM, Impartner PRM, ZINFI Unified Partner Managementagainst: Allbound PRM, Impartner PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner Management, impact.com
Two alternatives
Channeltivity, PartnerPortal.ioThree alternatives
JourneyBee, Kiflo PRM, Salesforce PRMTwo alternatives
JourneyBee, Kiflo PRMThree alternatives
JourneyBee, Kiflo PRM, PartnerPortal.ioLlama 4 Maverickno first choicePartnerPortal.ioChangedno first choicePartnerPortal.iono first choiceagainst: PartnerStack, impact.com
Two alternatives
Kiflo PRM, PipedriveThree alternatives
Channelinsider, Monday.com, PipedriveQwen 3.7 FlashPartnerPortal.ioKiflo PRMChangedagainst: Impartner PRM, Salesforce PRM, VeevaChanneltivity, PartnerStackPartnerPortal.iono first choiceagainst: Impartner PRM, Oracle Partner Relationship Management, PartnerStack, Salesforce PRM, Unifyr, impact.com
Three alternatives
Kiflo PRM, PartnerStack, PipedriveThree alternatives
Channeltivity, DealHub, PartnerPortal.ioTwo alternatives
HubSpot Partners, Zoho MarketplaceTwo alternatives
Kiflo PRM, PipedriveKimi K2PartnerPortal.ioKiflo PRMChangedagainst: Impartner PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner ManagementKiflo PRM, PartnerPortal.ioPartnerPortal.ioKiflo PRMagainst: Impartner PRM, Salesforce PRM, ZINFI Unified Partner Managementagainst: Channelscaler, Euler, Impartner PRM, PartnerStack, Salesforce PRM, ZINFI Unified Partner Management, impact.com
Three alternatives
Channelyze, Kiflo PRM, PartnerStackOne alternative
PartnerPortal.ioThree alternatives
Channeltivity, Introw PRM, PartnerStackFour alternatives
Channelyze, Kiflo PRM, Pipedrive, ZINFI Unified Partner ManagementFour alternatives
Channeltivity, JourneyBee, PartnerPortal.io, PartnerStackGLM 4.7 FlashXPartnerPortal.ioKiflo PRMChangedKiflo PRM, PartnerPortal.ioPartnerPortal.ioKiflo PRMagainst: Channel Mechanics, Channelscaler, Impartner PRM, Mindmatrix PRM, PartnerStack, Salesforce PRM, impact.com
Three alternatives
Channelyze, Kiflo PRM, PipedriveOne alternative
PartnerPortal.ioTwo alternatives
Channeltivity, PartnerStackThree alternatives
JourneyBee, Kiflo PRM, PipedriveThree alternatives
Channelscaler, Channeltivity, PartnerPortal.ioMiniMax M2.5Kiflo PRM, PartnerPortal.ioKiflo PRMChangedPartnerPortal.ioPartnerPortal.iono first choiceagainst: Impartner PRM, Salesforce PRM
Three alternatives
Channelyze, PartnerStack, PipedriveOne alternative
PartnerPortal.ioTwo alternatives
JourneyBee, Kiflo PRMFour alternatives
JourneyBee, Kiflo PRM, Pipedrive, xAmplifyBold 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 | 2026-09-14 23:27 | yes | 7 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:39 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:46 | yes | 15 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:41 | yes | 20 | 6 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 02:20 | yes | 0 | 6 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:34 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:48 | yes | 0 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:54 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:39 | yes | 0 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:16 | yes | 0 | 57 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:04 | yes | 0 | 12 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:22 | yes | 0 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:50 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:20 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:22 | yes | 15 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-14 23:56 | yes | 20 | 4 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 02:14 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:19 | yes | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:59 | yes | 0 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:21 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:41 | yes | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:09 | yes | 0 | 48 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:30 | yes | 0 | 15 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:02 | yes | 0 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 05:06 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:22 | yes | 0 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:11 | yes | 21 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 03:50 | yes | 20 | 7 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 01:38 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:59 | yes | 0 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:41 | yes | 0 | 50 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:15 | yes | 0 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:49 | no | 0 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:53 | yes | 0 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:02 | yes | 0 | 76 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:47 | yes | 0 | 16 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:30 | yes | 8 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:38 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:46 | yes | 12 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:46 | yes | 20 | 6 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 03:33 | yes | 0 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:34 | yes | 0 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:20 | yes | 0 | 10 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:22 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:54 | yes | 0 | 18 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:21 | yes | 0 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:29 | yes | 0 | 26 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:17 | yes | 0 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:39 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:15 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:27 | yes | 12 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 01:20 | yes | 20 | 11 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) | 2026-09-15 01:03 | yes | 0 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:10 | no | 0 | 4 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:36 | yes | 0 | 20 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:52 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:25 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:53 | yes | 0 | 47 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:08 | yes | 0 | 95 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:55 | no | 0 | 11 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:53 | yes | 14 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:13 | yes | 5 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:53 | yes | 12 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 00:00 | yes | 20 | 22 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 00:12 | yes | 0 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:40 | yes | 0 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:01 | yes | 0 | 67 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:44 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:10 | yes | 0 | 24 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:40 | yes | 0 | 58 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:36 | yes | 0 | 61 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:30 | yes | 0 | 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.
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 CRM read as Pipedrive
Pipedrive PRM read as Pipedrive
Pipedrive PRM-style use read as Pipedrive
Salesforce read as Salesforce PRM
Salesforce Partner Relationship Management read as Salesforce PRM
ZINFI read as ZINFI Unified Partner Management
ZINFI UPM read as ZINFI Unified Partner Management
Zoho read as Zoho CRM
Unresolved, counted raw
Allbound PRM
Channelinsider
Microsoft Dynamics 365 Partner Engagement
Signaturit
Zoho Marketplace
Discontinued, still offered
No shut-down product was recommended here.