| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| EDI platforms | Data platform | 19% | 2 of 93 | 9% | 56 | accepted challenger | |
| Managed file transfer | Data platform | 4% | 5 of 97 | 12% | 17 | accepted challenger | |
| API gateways | Developer platform | 0% | 24 of 66 | 0% | 1 | under 10 labels · led by Kong Gateway at 53% | newNew since September 2026: not ranked then, 0% now. |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 1 | 0 | 4 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 1 | 6 | 0 | 0 | 7 |
| Perplexity Sonar | 2 | 3 | 0 | 1 | 6 |
| Grok 4.20 | 1 | 4 | 2 | 1 | 8 |
| Mistral Small | 2 | 0 | 2 | 0 | 4 |
| DeepSeek V4 Flash | 1 | 3 | 1 | 1 | 6 |
| Llama 4 Maverick | 3 | 0 | 2 | 0 | 5 |
| Qwen 3.7 Flash | 1 | 0 | 1 | 0 | 2 |
| Kimi K2 | 2 | 2 | 3 | 0 | 7 |
| GLM 4.7 FlashX | 0 | 2 | 1 | 2 | 5 |
| MiniMax M2.5 | 4 | 2 | 1 | 1 | 8 |
| GPT-6 Luna | 0 | 4 | 1 | 1 | 6 |
| Muse Glimmer 30B | 2 | 1 | 1 | 0 | 4 |
Verbatim evidence the judge attached to positive labels.
“Cleo - Offers a range of EDI solutions, including web EDI, which provides a lightweight and affordable entry point for businesses.” Llama 4 Maverick · EDI · budget prompt · first choice
“Cleo positions itself as strongest overall for enterprise supply-chain teams coordinating complex partner and system flows.” Muse Glimmer 30B · EDI · comparative prompt · first choice
“Cleo Integration Cloud and SPS Commerce are top recommendations due to their strong automation capabilities” Mistral Small · EDI · paraphrase prompt · first choice
“The best managed file transfer solution for a mid-market B2B company is Cleo Integration Cloud MFT” Llama 4 Maverick · MFT · direct prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Cleo has experienced a similar crisis to MOVEit, with vulnerabilities that were patched but immediately bypassed by attackers.” GLM 4.7 FlashX · MFT · negative prompt · hard negative
“2024 Breach: Exploited zero-day remote code execution vulnerability (CVE-2024-50623)” MiniMax M2.5 · MFT · negative prompt · hard negative
“Avoid per-transaction/VAN fees (e.g., some Cleo at $200+ or SPS Commerce custom)” Grok 4.20 · EDI · budget prompt · hard negative
“Cleo reviews, for example, praise its integration capabilities while some users report a steep learning curve.” GPT-6 Luna · EDI · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 182 of the 192 answers that named Cleo Integration Cloud and are not a share of its labels.
557 of the 705 domain citations in answers naming Cleo Integration Cloud came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 515 | 8 | 2026-09-23 | ||
| News or press | 205 | 2 | 2026-08-24 | ||
| Podcast or video | 78 | undated | |||
| Webinar or virtual event | 66 | undated | |||
| Case study | 64 | undated | |||
| Comparison | 26 | 2 | 2026-08-20 | ||
| Report or ebook | 14 | 3 | 2026-07-30 | ||
| Glossary or explainer | 14 | undated | |||
| Conference or event | 13 | undated | |||
| Template or tool | 3 | 0 | 2026-06-10 |
Every page cleo.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Cleo Integration Cloud's own pages state, read October 5, 2026: cleo.com, cleo.com/pricing/tco-guardrails, cleo.com/platform, cleo.com/customer-stories, cleo.com/marketplace. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Cleo Integration Cloud's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Cleo Integration Cloud, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Cleo Integration Cloud by email, built from the raw record of the edition. It shows:
Cleo Integration Cloud is among the products AI models recommend first in EDI platforms this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.