EDI platforms · November 2026 Edition
Cleo Integration Cloud vs SPS Commerce
Nine of fourteen models named Cleo Integration Cloud first on the direct prompt; four named SPS Commerce. Both were named by all fourteen models and Cleo Integration Cloud carries 55 labels and SPS Commerce 56, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories this edition.
First-choice share29%10%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%29%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#3A position in a field of 9; printed, not drawn.
Labels5556A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Cleo Integration Cloud 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 TrueCommerce EDI · Cleo Integration Cloud vs Orderful · Cleo Integration Cloud vs Boomi B2B/EDI Management
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.
Cleo Integration CloudFirst choices, of fourteen modelsSPS Commerce
Direct94
Paraphrase71
Comparative23
Budget-constrained103 against SPS Commerce
Scale-constrained01
Negative003 against Cleo Integration Cloud · 13 against SPS Commerce
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, Cleo Integration Cloud and SPS Commerce were named in the same answer ninety-four times, of the 203 answers naming Cleo Integration Cloud and the 132 naming SPS Commerce. In those answers SPS Commerce took the first choice six times and Cleo Integration Cloud twenty-six.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Cleo Integration Cloud and SPS Commerce 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 | | | |
Cleo Integration Cloud SPS Commerce first choice named as an alternative argued againstblank: not namedEach cell is one answer, Cleo Integration Cloud on the left and SPS Commerce on the right.The direct prompt
The plain question, one answer per model, grouped by where Cleo Integration Cloud and SPS Commerce stood in it.
Both were the first choice
3 of 14 modelsThe answer named them together, and the judge labeled each a first choice.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
Muse Glimmer 30BCleo Integration Cloud, SPS Commerce alternatives: Celigo Integrator.io, Orderful, TrueCommerce EDI
Cleo Integration Cloud first, SPS Commerce an alternative
6 of 14 modelsSPS Commerce was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Cleo Integration Cloud, TrueCommerce EDI alternatives: Babelway, Zenbridge, eZCom Software 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
Llama 4 MaverickCleo Integration Cloud alternatives: Celigo Integrator.io, Orderful, SPS Commerce, TrueCommerce EDI
SPS Commerce first, Cleo Integration Cloud an alternative
1 of 14 modelsCleo Integration Cloud was named in the answer but not as the choice, or not at all.MiniMax M2.5SPS Commerce, TrueCommerce EDI alternatives: Cleo Integration Cloud, Orderful
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.DeepSeek V4 FlashTrueCommerce EDI alternatives: Celigo Integrator.io, Cleo Integration Cloud, Orderful Mosaic EDI, SPS Commerce
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.GPT-5.4 miniTrueCommerce EDI alternatives: Celigo Integrator.io, Orderful, SPS Commerce Fulfillment 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
Cleo Integration Cloud leads by nine points.
Cleo Integration Cloud17%#2 of 12SPS Commerce7%#4 of 12Mid-marketThe figures above
Cleo Integration Cloud leads by nineteen points.
Cleo Integration Cloud29%#1 of 9SPS Commerce10%#3 of 9Enterprise
Cleo Integration Cloud leads by twenty-one points.
Cleo Integration Cloud23%#2 of 11SPS Commerce2%#7 of 11What the models said about Cleo Integration Cloud
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Cleo, Boomi, or other broad integration platforms, if you want a turnkey EDI service and don't have technical staff.” GPT-6 Luna · negative prompt · soft negative
“Listed as a "criticized challenger" with the most negative sentiment among major platforms” GLM 4.7 FlashX · negative prompt · soft negative
“For most organizations, Cleo Integration Cloud is the best overall EDI solution in 2026 because it supports EDI, APIs, and file-based integrations in one platform” Muse Glimmer 30B · paraphrase prompt · first choice
“I'd suggest starting with Cleo Integration Cloud or SPS Commerce as they offer the best balance of features, scalability, and mid-market focused support” MiniMax M2.5 · paraphrase prompt · first choice
“For most mid-size companies that need scalable B2B integrations, Cleo Integration Cloud and SPS Commerce are strong starting points” Muse Glimmer 30B · direct prompt · first choice
What 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
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.