Seven of fourteen models named Cleo Integration Cloud first on the direct prompt; zero named Orderful. Both were named by all fourteen models and Cleo Integration Cloud carries 56 labels and Orderful 39, so the shares are not directly comparable.
Named in three categories 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 EDI platforms page.
Across every category in the October 2026 Edition, Cleo Integration Cloud and Orderful were named in the same answer seventy-one times, of the 192 answers naming Cleo Integration Cloud and the 113 naming Orderful. In those answers Orderful took the first choice fourteen times and Cleo Integration Cloud nineteen.
| 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 |
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. Five of five in this category shown.
“Avoid per-transaction/VAN fees (e.g., some Cleo at $200+ or SPS Commerce custom)” Grok 4.1 Fast · budget prompt · hard negative
“Cleo reviews, for example, praise its integration capabilities while some users report a steep learning curve.” GPT-6 Luna · negative prompt · soft negative
“Cleo - Offers a range of EDI solutions, including web EDI, which provides a lightweight and affordable entry point for businesses.” Llama 4 Maverick · budget prompt · first choice
“Cleo positions itself as strongest overall for enterprise supply-chain teams coordinating complex partner and system flows.” Muse Glimmer 30B · comparative prompt · first choice
“Cleo Integration Cloud and SPS Commerce are top recommendations due to their strong automation capabilities” Mistral Small · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“For most small businesses, a cloud‑based SaaS with flat‑rate pricing (e.g., Orderful, EDIGenerator, ActionEDI) offers the best balance of affordability, ease of use, and support.” GLM 4.7 FlashX · budget prompt · first choice
“API-First EDI Platforms (e.g., Orderful, Cleo, Celigo): These platforms allow your developers to write modern code and view API logs instantly.” Gemini 3.5 Flash · negative prompt · first choice
“If you want a modern web platform with zero setup fees and flat, highly predictable monthly costs, go with Orderful.” Gemini 3.5 Flash · budget 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.