PartnerStack vs Impartner PRM
Zero of fourteen models named PartnerStack first on the direct prompt; two named Impartner PRM. PartnerStack was named by nine of the fourteen models and Impartner PRM by thirteen and PartnerStack carries 15 labels and Impartner PRM 42, so the shares are not directly comparable.
Named in five categories this edition.
Named in three categories this edition.
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 channel partner and local marketing page.
By framing
PartnerStackFirst choices, of fourteen modelsImpartner PRM
Across every category in the October 2026 Edition, PartnerStack and Impartner PRM were named in the same answer 141 times, of the 419 answers naming PartnerStack and the 315 naming Impartner PRM. In those answers Impartner PRM took the first choice forty-one times and PartnerStack seventeen.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | | ||
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | |||||
| Grok 4.1 Fast | | | | | ||
| 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 | | | |
PartnerStack Impartner PRM first choice named as an alternative argued againstblank: not namedEach cell is one answer, PartnerStack on the left and Impartner PRM on the right.The direct prompt
Impartner PRM first, PartnerStack not the choice
2 of 14 modelsPartnerStack was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.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
PartnerStack15%#1 of 12Impartner PRM0%#12 of 12PartnerStack7%#5 of 11Impartner PRM5%#6 of 11Impartner PRM25%#1 of 9PartnerStack0%#– of 9What the models said about PartnerStack
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“sales and commissions are not being tracked correctly on PartnerStack, with tests showing it did not process a single commission” Claude Haiku 4.5 · negative prompt · hard negative
What the models said about Impartner PRM
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Best for: Large enterprise ecosystems where PRM + TCMA need to work together seamlessly... The most mature, deeply integrated PRM” DeepSeek V4 Flash · comparative prompt · first choice
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.