Eight of fourteen models named TrueCommerce EDI first on the direct prompt; two named SPS Commerce. Both were named by all fourteen models and TrueCommerce EDI carries 62 labels and SPS Commerce 49, 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 SPS Commerce were named in the same answer 102 times, of the 152 answers naming TrueCommerce EDI and the 122 naming SPS Commerce. In those answers SPS Commerce took the first choice seven times and TrueCommerce EDI ten.
| 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. Six of eight in this category shown.
“It's recommended to avoid SPS Commerce due to its lengthy implementation process, arbitrary pricing, and slow customer support.” Llama 4 Maverick · negative prompt · hard negative
“SPS Commerce (Mixed Reviews) While popular, users report: Slow support and "terrible and ancient tech"” Kimi K2 · negative prompt · hard negative
“Multiple Reddit users strongly recommend avoiding it - one simply states "SPS - stay away"” MiniMax M2.5 · negative prompt · hard negative
“If your company sells primarily to retailers: Go with SPS Commerce — the prebuilt integrations and compliance management will save months of implementation time.” GLM 4.7 FlashX · paraphrase prompt · first choice
“SPS Commerce / TrueCommerce: Strong fits if you want a fully outsourced managed service with a massive pre-existing retail network and strong ERP integrations” Gemini 3.5 Flash · scale prompt · first choice
“SPS Commerce has one of the largest prebuilt retail networks in the world... Go with a fully managed provider like SPS Commerce” Gemini 3.5 Flash · 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.