Eight of fourteen models named TrueCommerce EDI first on the direct prompt; zero named Orderful. Both were named by all fourteen models and TrueCommerce EDI carries 62 labels and Orderful 39, 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 EDI platforms page.
Across every category in the October 2026 Edition, TrueCommerce EDI and Orderful were named in the same answer eighty-five times, of the 152 answers naming TrueCommerce EDI and the 113 naming Orderful. In those answers Orderful took the first choice twenty-four times and TrueCommerce EDI thirteen.
| 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. Six of eight in this category shown.
“users criticize poor customer support with delays, communication issues, and unknowledgeable techs impacting project efficiency” Muse Glimmer 30B · negative prompt · hard negative
“Be cautious with SPS Commerce and TrueCommerce (including B2BGateway), based on consistent user complaints” Grok 4.1 Fast · negative prompt · hard negative
“### TrueCommerce - Mixed reviews but significant concerns” GLM 4.7 FlashX · negative prompt · hard negative
“Start with TrueCommerce if you want a straightforward, EDI-focused solution with strong mid-market pricing and ERP integration.” Kimi K2 · paraphrase prompt · first choice
“I'd recommend starting the conversation with TrueCommerce (if you want a full-service VAN) or Cleo Integration Cloud” MiniMax M2.5 · paraphrase prompt · first choice
“TrueCommerce is widely considered the gold standard for mid-market wholesale, distribution, and manufacturing companies.” Gemini 3.5 Flash · direct 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.