# Cleo Integration Cloud: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 77 judge labels across 2 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/cleo-integration-cloud

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [EDI platforms](https://www.gane.ai/index/it/it-data/edi-platforms/index.md) | 29% | 1 | 5% | 55 |
| [Managed file transfer](https://www.gane.ai/index/it/it-data/managed-file-transfer/index.md) | 2% | 8 | 14% | 22 |

## What the models said for it

- "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, EDI)
- "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, EDI)
- "For most mid-size companies that need scalable B2B integrations, Cleo Integration Cloud and SPS Commerce are strong starting points" (Muse Glimmer 30B, EDI)
- "Cleo Integration Cloud is a strong fit for mid-size companies that are growing quickly and need more than just basic EDI connectivity" (Claude Haiku 4.5, EDI)

## And against it

- "Documented in industry reports as a frequent target of large‑scale breaches." (GLM 4.7 FlashX, MFT)
- "Other Products with Recent Issues (Approach with Caution) - Cleo — Critical vulnerabilities disclosed in late 2024." (Grok 4.20, MFT)
- "Cleo, Boomi, or other broad integration platforms, if you want a turnkey EDI service and don't have technical staff." (GPT-6 Luna, EDI)
- "Listed as a "criticized challenger" with the most negative sentiment among major platforms" (GLM 4.7 FlashX, EDI)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 1 | 0 | 3 |
| GPT-5.4 mini | 2 | 2 | 0 | 0 | 4 |
| Gemini 3.5 Flash | 1 | 5 | 1 | 0 | 7 |
| Perplexity Sonar | 3 | 3 | 0 | 0 | 6 |
| Grok 4.20 | 2 | 4 | 2 | 1 | 9 |
| Mistral Small | 3 | 1 | 0 | 1 | 5 |
| DeepSeek V4 Flash | 0 | 6 | 1 | 1 | 8 |
| Llama 4 Maverick | 1 | 2 | 2 | 0 | 5 |
| Qwen 3.7 Flash | 1 | 1 | 0 | 0 | 2 |
| Kimi K2 | 1 | 3 | 2 | 0 | 6 |
| GLM 4.7 FlashX | 1 | 2 | 2 | 2 | 7 |
| MiniMax M2.5 | 2 | 4 | 0 | 0 | 6 |
| GPT-6 Luna | 0 | 3 | 1 | 1 | 5 |
| Muse Glimmer 30B | 2 | 1 | 1 | 0 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named Cleo Integration Cloud, from 193 of the 203 answers that named it (only the models that return a source list).

### Domains cited

- cleo.com: 131 (its own site)
- g2.com: 107
- capterra.com: 84
- selecthub.com: 67
- softwareadvice.com: 56
- jitterbit.com: 52
- orderful.com: 43
- sourceforge.net: 32
- learn.g2.com: 29
- softwaretestinghelp.com: 29

### Pages cited

- https://selecthub.com/c/edi-software: 66
- https://capterra.com/edi-software: 50
- https://jitterbit.com/blog/best-edi-platforms: 42
- https://capterra.com/resources/best-edi-software-ease-of-use-smbs: 33
- https://cleo.com/blog/best-edi-solution-providers: 32
- https://g2.com/categories/electronic-data-interchange-edi/enterprise: 31
- https://g2.com/categories/electronic-data-interchange-edi: 28
- https://cleo.com/blog/best-edi-platform-mid-size-company: 26

## In its own words

What Cleo Integration Cloud's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: AI-native integration and supply chain orchestration platform (https://cleo.com/)
- For: companies building agile, resilient supply chains through EDI and API integration (https://cleo.com/)
- Price stated: The final subscription cost for Cleo Integration Cloud is determined by a few key variables that reflect the complexity and scale of your unique supply chain and B2B ecosystem. (https://www.cleo.com/pricing/tco-guardrails)
- Starting price: $600 (https://www.cleo.com/marketplace)
- Customers named: Verst, Duraflame, Century, Verst Logistics, Century Supply Chain Solutions, Mohawk Global Logistics, TaylorMade, Excelled Sheepskin & Leather

## What it publishes

Every page cleo.com exposes, read 2026-09-29: 6174 addresses. By kind, pages and the last 90 days:

- blog: 515 pages, 8 in the last 90 days, latest 2026-09-23
- case study: 64 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 66 pages, 0 in the last 90 days, latest undated
- conference or event: 13 pages, 0 in the last 90 days, latest undated
- report or ebook: 14 pages, 3 in the last 90 days, latest 2026-07-30
- comparison: 26 pages, 2 in the last 90 days, latest 2026-08-20
- template or tool: 3 pages, 0 in the last 90 days, latest 2026-06-10
- glossary or explainer: 14 pages, 0 in the last 90 days, latest undated
- podcast or video: 78 pages, 0 in the last 90 days, latest undated
- news or press: 205 pages, 2 in the last 90 days, latest 2026-08-24
- Recent: 2026-09-23 blog: Edi procure to pay automation https://www.cleo.com/blog/edi-procure-to-pay-automation
- Recent: 2026-09-16 blog: Cic private cloud edition mft https://www.cleo.com/resources/comparison-guide/cic-private-cloud-edition-mft
- Recent: 2026-09-15 blog: Edi wms integration https://www.cleo.com/blog/edi-wms-integration
- Recent: 2026-09-15 blog: Cloud edi security https://www.cleo.com/blog/cloud-edi-security
- Recent: 2026-09-10 blog: Shortlist edi platforms replacing legacy translator van https://www.cleo.com/blog/shortlist-edi-platforms-replacing-legacy-translator-van
- Recent: 2026-09-08 blog: Ai powered anomaly detection transaction volume datasheet https://www.cleo.com/resources/ai-powered-anomaly-detection-transaction-volume-datasheet

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.