EDI platforms · November 2026 Edition
SPS Commerce vs Orderful
Four of fourteen models named SPS Commerce first on the direct prompt; zero named Orderful. Both were named by all fourteen models and SPS Commerce carries 56 labels and Orderful 40, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share10%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate29%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 9; printed, not drawn.
Labels5640A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, SPS Commerce reading right to left. Rank and label count are printed, not drawn.TrueCommerce EDI was named alongside these two in thirteen of the fourteen direct answers. Cleo Integration Cloud vs SPS Commerce · Cleo Integration Cloud vs Orderful · TrueCommerce EDI vs SPS Commerce
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.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
SPS CommerceFirst choices, of fourteen modelsOrderful
Direct40
Paraphrase10
Comparative30
Budget-constrained033 against SPS Commerce
Scale-constrained10
Negative0013 against SPS Commerce · 2 against Orderful
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, SPS Commerce and Orderful were named in the same answer fifty-nine times, of the 132 answers naming SPS Commerce and the 98 naming Orderful. In those answers Orderful took the first choice ten times and SPS Commerce eight.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where SPS Commerce and Orderful stood in it.
| 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 | | | | |
SPS Commerce Orderful first choice named as an alternative argued againstblank: not namedEach cell is one answer, SPS Commerce on the left and Orderful on the right.The direct prompt
The plain question, one answer per model, grouped by where SPS Commerce and Orderful stood in it.
SPS Commerce first, Orderful an alternative
4 of 14 modelsOrderful was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashCleo Integration Cloud, SPS Commerce alternatives: APPSeCONNECT, Celigo Integrator.io, MuleSoft Anypoint Platform, Orderful
Kimi K2Cleo Integration Cloud, SPS Commerce alternatives: Boomi B2B/EDI Management, Celigo Integrator.io, TrueCommerce EDI
MiniMax M2.5SPS Commerce, TrueCommerce EDI alternatives: Cleo Integration Cloud, Orderful
Muse Glimmer 30BCleo Integration Cloud, SPS Commerce alternatives: Celigo Integrator.io, Orderful, TrueCommerce EDI
Neither was the first choice, one was named
9 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniTrueCommerce EDI alternatives: Celigo Integrator.io, Orderful, SPS Commerce Fulfillment EDI
Gemini 3.5 FlashCleo Integration Cloud alternatives: Celigo Integrator.io, Jitterbit EDI, Orderful, SPS Commerce, TrueCommerce EDI
Perplexity SonarCleo Integration Cloud alternatives: Babelway, Celigo Integrator.io, SPS Commerce, TrueCommerce EDI
Grok 4.20Cleo Integration Cloud, SPS Commerce Fulfillment EDI alternatives: Boomi B2B/EDI Management, Celigo Integrator.io, MuleSoft Anypoint Platform, Orderful, TrueCommerce EDI
Mistral SmallCleo Integration Cloud alternatives: MuleSoft Anypoint Platform, Orderful, SPS Commerce, TrueCommerce EDI
DeepSeek V4 FlashTrueCommerce EDI alternatives: Celigo Integrator.io, Cleo Integration Cloud, Orderful Mosaic EDI, SPS Commerce
Llama 4 MaverickCleo Integration Cloud alternatives: Celigo Integrator.io, Orderful, SPS Commerce, TrueCommerce EDI
GLM 4.7 FlashXTrueCommerce EDI alternatives: Celigo Integrator.io, Cleo Integration Cloud, Orderful, SPS Commerce
GPT-6 LunaTrueCommerce EDI alternatives: Cleo Integration Cloud, Orderful, SPS Commerce
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Cleo Integration Cloud, TrueCommerce EDI alternatives: Babelway, Zenbridge, eZCom Software EDI
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Orderful leads by seven points.
Orderful15%#3 of 12SPS Commerce7%#4 of 12Mid-marketThe figures above
The order flips: SPS Commerce leads at mid-market.
SPS Commerce10%#3 of 9Orderful5%#4 of 9Enterprise
The order flips: Orderful leads at enterprise.
Orderful17%#3 of 11SPS Commerce2%#7 of 11What the models said about SPS Commerce
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“High Caution Recommended: SPS Commerce ... frequently cited in negative feedback across multiple communities as a vendor to approach with extreme care” Qwen 3.7 Flash · negative prompt · hard negative
“Multiple users on discussion forums have explicitly advised others to "avoid at all costs" or explore alternatives.” MiniMax M2.5 · negative prompt · hard negative
“Best avoided unless you're a very small operation with minimal requirements and can negotiate ironclad terms.” Grok 4.20 · negative prompt · hard negative
“Choose SPS Commerce if the primary requirement is connecting to many retailers with minimal in-house EDI administration.” Perplexity Sonar · comparative prompt · first choice
“Popular options for companies your size include SPS Commerce (strong in retail/supply chain, managed services)” Grok 4.20 · scale prompt · first choice
“Cleo Integration Cloud and SPS Commerce are consistently ranked as the top contenders for this segment.” Qwen 3.7 Flash · direct prompt · first choice
What the models said about Orderful
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Be careful if you need extensive non-X12 support, broader file-transfer capabilities, or complex business workflows” Perplexity Sonar · negative prompt · soft negative
“*Be Aware of Complexity*” GLM 4.7 FlashX · negative prompt · soft negative
“Orderful offers transparent, affordable EDI starting at $189/month per trading partner with no setup fees, no per-transaction charges, and no hidden costs.” Claude Haiku 4.5 · budget prompt · first choice
“Orderful and Cleo are the top recommendations for small businesses with limited budgets” Mistral Small · budget prompt · first choice
“Orderful – best modern cloud option with transparent pricing” Muse Glimmer 30B · budget prompt · first choice
Also compared
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.