Partner relationship management · November 2026 Edition
JourneyBee vs PartnerStack
Four of fourteen models named JourneyBee first on the direct prompt; zero named PartnerStack. JourneyBee was named by twelve of the fourteen models and PartnerStack by fourteen and JourneyBee carries 21 labels and PartnerStack 52, so the shares are not directly comparable.
Named in three categories this edition.
Named in five categories this edition.
First-choice share12%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%12%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#7A position in a field of 14; printed, not drawn.
Labels2152A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, JourneyBee reading right to left. Rank and label count are printed, not drawn.Channelscaler was named alongside these two in nine of the fourteen direct answers. PartnerPortal.io vs JourneyBee · PartnerPortal.io vs PartnerStack · Channeltivity vs JourneyBee
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the partner relationship management page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
JourneyBeeFirst choices, of fourteen modelsPartnerStack
Direct40
Paraphrase23
Comparative02
Budget-constrained001 against JourneyBee
Scale-constrained001 against PartnerStack
Negative015 against PartnerStack
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where JourneyBee and PartnerStack stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | | | | ||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | | ||
| Grok 4.20 | | | ||||
| Mistral Small | | | | |||
| DeepSeek V4 Flash | | | | |||
| Llama 4 Maverick | | | | |||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | | |||
| MiniMax M2.5 | | | | | ||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | | | | |
JourneyBee PartnerStack first choice named as an alternative argued againstblank: not namedEach cell is one answer, JourneyBee on the left and PartnerStack on the right.The direct prompt
The plain question, one answer per model, grouped by where JourneyBee and PartnerStack stood in it.
JourneyBee first, PartnerStack an alternative
4 of 14 modelsPartnerStack was named in the answer but not as the choice, or not at all.Mistral SmallJourneyBee alternatives: Channelscaler, PartnerStack
Llama 4 MaverickJourneyBee alternatives: Magentrix PRM, PartnerStack
GLM 4.7 FlashXJourneyBee alternatives: Channelscaler, Impartner PRM, PartnerStack, Salesforce PRM
Muse Glimmer 30BJourneyBee alternatives: Impartner PRM, Kiflo PRM, Magentrix PRM, Mindmatrix, PartnerStack, ZINFI Unified Partner Management
Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Channeltivity alternatives: Channelscaler, JourneyBee, Unifyr, impact.com
GPT-5.4 miniImpartner PRM alternatives: Channeltivity, PartnerStack, Salesforce PRM, ZINFI Unified Partner Management
Gemini 3.5 FlashChanneltivity alternatives: Channelscaler, PartnerStack, Salesforce PRM, Unifyr
Perplexity SonarChanneltivity alternatives: Magentrix PRM, PartnerStack, Salesforce PRM
Qwen 3.7 FlashChanneltivity, Impartner PRM alternatives: PartnerStack, Salesforce PRM, impact.com
Kimi K2Channelscaler, Kiflo PRM alternatives: Magentrix PRM, PartnerStack
MiniMax M2.5Channelscaler, Kiflo PRM alternatives: Channeltivity, PartnerStack
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Grok 4.20Introw PRM alternatives: Channelscaler, Kiflo PRM
DeepSeek V4 FlashZINFI Unified Partner Management alternatives: Channelscaler, Impartner PRM, Kiflo PRM, Magentrix PRM
GPT-6 LunaChanneltivity alternatives: Channelscaler, Kiflo PRM
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
PartnerStack leads by two points.
PartnerStack4%#3 of 13JourneyBee2%#7 of 13Mid-marketThe figures above
The order flips: JourneyBee leads at mid-market.
JourneyBee12%#3 of 14PartnerStack6%#7 of 14Enterprise
JourneyBee leads by three points.
JourneyBee3%#– of 11PartnerStack0%#10 of 11What the models said about JourneyBee
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“JourneyBee: Starting around $499/month” Qwen 3.7 Flash · budget prompt · soft negative
“Journeybee is the best overall PRM platform due to its rapid deployment, AI features, and affordability” Mistral Small · direct prompt · first choice
“Journeybee is the best PRM in 2026: it deploys in 24–48 hours, syncs bi-directionally with Salesforce” Muse Glimmer 30B · direct prompt · first choice
“The best partner relationship management platform for a mid-market B2B company is Journeybee” Llama 4 Maverick · direct prompt · first choice
What the models said about PartnerStack
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“PartnerStack: It has a high negative share on labels, with 35% of labels being negative” Llama 4 Maverick · negative prompt · hard negative
“stick to platforms that specialize specifically in the channel workflow (like PartnerStack, Reselling.io, Allbound, or Salesforce Commerce Cloud)” Qwen 3.7 Flash · negative prompt · first choice
Also compared
PartnerPortal.io vs JourneyBeePartnerPortal.io vs PartnerStackChanneltivity vs JourneyBeeChanneltivity vs PartnerStackJourneyBee vs Kiflo PRMJourneyBee vs ChannelscalerJourneyBee vs Impartner PRMJourneyBee vs Introw PRMKiflo PRM vs PartnerStackChannelscaler vs PartnerStackImpartner PRM vs PartnerStackPartnerStack vs Introw PRMAll twenty-eight head-to-head pages and the full PRM standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.