Three of fourteen models named Primer first on the direct prompt; one named Stripe Orchestration. Primer was named by fourteen of the fourteen models and Stripe Orchestration by nine and Primer carries 52 labels and Stripe Orchestration 21, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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 payment orchestration platforms page.
Across every category in the November 2026 Edition, Primer and Stripe Orchestration were named in the same answer forty-nine times, of the 147 answers naming Primer and the 77 naming Stripe Orchestration. In those answers Stripe Orchestration took the first choice five times and Primer twelve.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Trustpilot aggregate: primer.io is rated "Bad" with 1.6 / 5 on Trustpilot based on 21 reviews” Muse Glimmer 30B · negative prompt · hard negative
“Platforms like Spreedly, Primer, and PayU Hub (formerly Zooz) fall into this category—while reputable, they may not be the best fit for early-stage or low-volume businesses” Mistral Small · negative prompt · soft negative
“pure-play routing providers such as Spreedly, IXOPAY and Primer ... sales-led/enterprise-style terms” Muse Glimmer 30B · budget prompt · soft negative
“For most mid-to-large merchants with multiple PSPs, dedicated platforms like Primer or Gr4vy deliver the highest ROI.” Grok 4.20 · comparative prompt · first choice
“Primer stands out as the best payment orchestration platform for a mid-market B2B company” Grok 4.20 · direct prompt · first choice
“the best default choice is often Primer if you want a purpose-built orchestration layer” GPT-5.4 mini · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“may be easier to adopt if you already use that provider's tools, but should be assessed for how neutral and portable you need the setup to be” GPT-6 Luna · comparative prompt · soft negative
“Bundle orchestration with their own processing/acquiring... less neutral—routing favors their rails, potentially higher costs or lock-in.” Grok 4.20 · comparative prompt · soft negative
“their smart routing generally improves performance within their own ecosystems rather than acting as a neutral layer across competitors” Perplexity Sonar · paraphrase prompt · soft negative
“a single reliable processor like Stripe or PayPal is usually more cost-effective than adding orchestration layer costs” MiniMax M2.5 · budget prompt · first choice
“I'd suggest starting with Stripe for its balance of features, pricing, and ease of use” MiniMax M2.5 · direct prompt · first choice
“or Stripe Orchestration if you're already deeply in Stripe” GPT-5.4 mini · paraphrase 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.