EDI platforms · October 2026 Edition
Cleo Integration Cloud vs SPS Commerce
Seven of fourteen models named Cleo Integration Cloud first on the direct prompt; two named SPS Commerce. Both were named by all fourteen models and Cleo Integration Cloud carries 56 labels and SPS Commerce 49, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category this edition.
First-choice share19%15%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate9%31%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#3A position in a field of 8; printed, not drawn.
Labels5649A 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 twelve of the fourteen direct answers. TrueCommerce EDI vs Cleo Integration Cloud · TrueCommerce EDI vs SPS Commerce · Cleo Integration Cloud vs Orderful
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
Direct72
Paraphrase24
Comparative451 against Cleo Integration Cloud
Budget-constrained112 against Cleo Integration Cloud · 4 against SPS Commerce
Scale-constrained22
Negative102 against Cleo Integration Cloud · 11 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 October 2026 Edition, Cleo Integration Cloud and SPS Commerce were named in the same answer eighty-four times, of the 192 answers naming Cleo Integration Cloud and the 122 naming SPS Commerce. In those answers SPS Commerce took the first choice eleven times and Cleo Integration Cloud twenty-one.
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 4.1 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 | | | | |
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
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Mistral SmallCleo 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.Perplexity SonarCleo Integration Cloud alternatives: Celigo Integrator.io, Orderful, SPS Commerce, TrueCommerce EDI
DeepSeek V4 FlashCData Arc, Cleo Integration Cloud alternatives: Jitterbit EDI
Llama 4 MaverickAltova MapForce, Cleo Integration Cloud, TrueCommerce EDI
Qwen 3.7 FlashCleo Integration Cloud alternatives: Celigo Integrator.io, Orderful, SPS Commerce, TrueCommerce EDI
Kimi K2Cleo Integration Cloud, TrueCommerce EDI alternatives: Boomi B2B/EDI Management, SPS Commerce
MiniMax M2.5Cleo Integration Cloud alternatives: Altova MapForce, Celigo Integrator.io, 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.GLM 4.7 FlashXSPS Commerce, TrueCommerce EDI alternatives: Celigo Integrator.io, Cleo Integration Cloud, Jitterbit EDI
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Babelway alternatives: ArcESB, Cleo Integration Cloud, Jitterbit EDI
GPT-5.4 miniTrueCommerce EDI alternatives: Boomi B2B/EDI Management, Celigo Integrator.io, Orderful, SPS Commerce
Gemini 3.5 FlashTrueCommerce EDI alternatives: Celigo Integrator.io, Cleo Integration Cloud, Orderful, SPS Commerce
Grok 4.1 FastSPS Commerce Fulfillment EDI, TrueCommerce EDI alternatives: Celigo Integrator.io, Cleo Integration Cloud, eZCom Software EDI
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.Muse Glimmer 30BTrueCommerce EDI alternatives: Celigo via Jitterbit, 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
SPS Commerce leads by four points.
SPS Commerce7%#3 of 9Cleo Integration Cloud4%#5 of 9Mid-marketThe figures above
The order flips: Cleo Integration Cloud leads at mid-market.
Cleo Integration Cloud19%#2 of 8SPS Commerce15%#3 of 8Enterprise
Cleo Integration Cloud leads by forty points.
Cleo Integration Cloud40%#1 of 9SPS Commerce0%#9 of 9What 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 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
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.
“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
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.