Managed file transfer · October 2026 Edition
Cleo Integration Cloud vs Couchdrop
Two of fourteen models named Cleo Integration Cloud first on the direct prompt; zero named Couchdrop. Cleo Integration Cloud was named by twelve of the fourteen models and Couchdrop by seven and Cleo Integration Cloud carries 17 labels and Couchdrop 12, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category this edition.
First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#8A position in a field of 15; printed, not drawn.
Labels1712A 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.Files.com was named alongside these two in nine of the fourteen direct answers. Files.com vs Cleo Integration Cloud · Files.com vs Couchdrop · Progress MOVEit Transfer vs Cleo Integration Cloud
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 managed file transfer 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 modelsCouchdrop
Direct20
Paraphrase01
Comparative00
Budget-constrained00
Scale-constrained00
Negative002 against Cleo Integration Cloud
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Cleo Integration Cloud and Couchdrop 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 Couchdrop first choice named as an alternative argued againstblank: not namedEach cell is one answer, Cleo Integration Cloud on the left and Couchdrop on the right.The direct prompt
The plain question, one answer per model, grouped by where Cleo Integration Cloud and Couchdrop stood in it.
Cleo Integration Cloud first, Couchdrop not the choice
2 of 14 modelsCouchdrop was named in the answer but not as the choice, or not at all.Llama 4 MaverickCleo Integration Cloud alternatives: Axway SecureTransport, Diplomat MFT, TDXchange
MiniMax M2.5Cleo Integration Cloud, Fortra GoAnywhere MFT alternatives: Files.com, Progress MOVEit Transfer
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 4.5Progress MOVEit Transfer alternatives: Cleo Integration Cloud, Diplomat MFT, Files.com MFT, JSCAPE MFT Server
Gemini 3.5 FlashFiles.com alternatives: Cleo Integration Cloud, Couchdrop, Fortra GoAnywhere MFT
Perplexity SonarProgress MOVEit Transfer alternatives: Cleo Integration Cloud, GoAnywhere MFT
GPT-6 LunaFiles.com alternatives: Axway MFT Cloud Services, Cleo Integration Cloud, MOVEit
Muse Glimmer 30BFiles.com alternatives: Cleo Integration Cloud, GoAnywhere MFT
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniFortra GoAnywhere MFT, Progress MOVEit Transfer alternatives: Diplomat MFT, Files.com, IBM Sterling Secure File Transfer, JSCAPE MFT Server, SFTP To Go
Grok 4.1 FastGoAnywhere MFT alternatives: Cerberus FTP Server, Diplomat MFT, Files.com, Progress MOVEit Transfer
Mistral SmallAxway Managed File Transfer, Files.com alternatives: IBM Sterling Secure File Transfer, SEEBURGER Managed File Transfer
DeepSeek V4 FlashFortra alternatives: Axway SecureTransport, Files.com, Progress MOVEit Transfer
Qwen 3.7 FlashSeeburger alternatives: Axway SecureTransport, FalconX.io, GoAnywhere MFT
Kimi K2Diplomat MFT alternatives: Cerberus FTP Server, Files.com, GoAnywhere MFT, JSCAPE MFT Server
GLM 4.7 FlashXGoAnywhere MFT alternatives: Kiteworks MFT, MOVEit
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
Couchdrop leads by eight points.
Couchdrop8%#2 of 13Cleo Integration Cloud0%#– of 13Mid-marketThe figures above
The order flips: Cleo Integration Cloud leads at mid-market.
Cleo Integration Cloud4%#4 of 15Couchdrop2%#8 of 15Enterprise
Cleo Integration Cloud leads by fourteen points.
Cleo Integration Cloud14%#2 of 12Couchdrop0%#– of 12What the models said about Cleo Integration Cloud
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Cleo has experienced a similar crisis to MOVEit, with vulnerabilities that were patched but immediately bypassed by attackers.” GLM 4.7 FlashX · negative prompt · hard negative
“2024 Breach: Exploited zero-day remote code execution vulnerability (CVE-2024-50623)” MiniMax M2.5 · negative prompt · hard negative
“The best managed file transfer solution for a mid-market B2B company is Cleo Integration Cloud MFT” Llama 4 Maverick · direct prompt · first choice
What the models said about Couchdrop
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“or Couchdrop if you want a modern cloud-based solution optimized for B2B partner exchanges” Claude Haiku 4.5 · paraphrase prompt · first choice
“Great options if you are a cloud-first company that primarily needs lightweight, secure SFTP-to-cloud storage mapping” Gemini 3.5 Flash · scale prompt · alternative
“best if you want a modern cloud platform that emphasizes B2B transfer automation and compliance-oriented workflows” Perplexity Sonar · paraphrase prompt · alternative
Also compared
Files.com vs Cleo Integration CloudFiles.com vs CouchdropProgress MOVEit Transfer vs Cleo Integration CloudProgress MOVEit Transfer vs CouchdropCerberus FTP Server vs Cleo Integration CloudCerberus FTP Server vs CouchdropCleo Integration Cloud vs Diplomat MFTCleo Integration Cloud vs GoAnywhere MFTCleo Integration Cloud vs Fortra GoAnywhere MFTDiplomat MFT vs CouchdropGoAnywhere MFT vs CouchdropFortra GoAnywhere MFT vs CouchdropAll twenty-eight head-to-head pages and the full MFT standing
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.