Managed file transfer · November 2026 Edition
AWS Transfer Family vs Cleo Integration Cloud
Zero of fourteen models named AWS Transfer Family first on the direct prompt; one named Cleo Integration Cloud. AWS Transfer Family was named by twelve of the fourteen models and Cleo Integration Cloud by eleven and AWS Transfer Family carries 19 labels and Cleo Integration Cloud 22, so the shares are not directly comparable.
AWS Transfer Family
accepted challengerNamed in one category this edition.
Named in two categories this edition.
First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate16%14%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 16; printed, not drawn.
Labels1922A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, AWS Transfer Family reading right to left. Rank and label count are printed, not drawn.Progress MOVEit Transfer was named alongside these two in eight of the fourteen direct answers. Files.com vs AWS Transfer Family · Files.com vs Cleo Integration Cloud · bTrade TDXchange vs AWS Transfer Family
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.
AWS Transfer FamilyFirst choices, of fourteen modelsCleo Integration Cloud
Direct011 against AWS Transfer Family
Paraphrase20
Comparative00
Budget-constrained001 against AWS Transfer Family
Scale-constrained00
Negative001 against AWS Transfer Family · 3 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 AWS Transfer Family and Cleo Integration Cloud stood in it.
| Model | DirectAT | ParaphraseAT | ComparativeAT | Budget-constrainedAT | Scale-constrainedAT | NegativeAT |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | AT | |||||
| GPT-5.4 mini | | AT | | AT | ||
| Gemini 3.5 Flash | | AT | AT | AT | ||
| Perplexity Sonar | | | AT | AT | ||
| Grok 4.20 | AT | AT | | |||
| Mistral Small | ||||||
| DeepSeek V4 Flash | | | AT | |||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | | |||||
| GLM 4.7 FlashX | AT | | ||||
| MiniMax M2.5 | | AT | | |||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | |
AT AWS Transfer Family Cleo Integration CloudAT first choiceAT named as an alternativeAT argued againstblank: not namedEach cell is one answer, AWS Transfer Family on the left and Cleo Integration Cloud on the right.
Cleo Integration CloudAT first choiceAT named as an alternativeAT argued againstblank: not namedEach cell is one answer, AWS Transfer Family on the left and Cleo Integration Cloud on the right.The direct prompt
The plain question, one answer per model, grouped by where AWS Transfer Family and Cleo Integration Cloud stood in it.
Cleo Integration Cloud first, AWS Transfer Family not the choice
1 of 14 modelsAWS Transfer Family was named in the answer but not as the choice, or not at all.Perplexity SonarCleo Integration Cloud alternatives: Files.com, Fortra GoAnywhere MFT, SolarWinds Serv-U MFT
Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniGoAnywhere MFT alternatives: Axway MFT, Cleo Integration Cloud, Progress MOVEit Transfer
Gemini 3.5 FlashFiles.com alternatives: CData Arc, Cleo Integration Cloud, Couchdrop, Fortra GoAnywhere MFT, Progress MOVEit Transfer
DeepSeek V4 FlashFortra GoAnywhere MFT alternatives: Cleo Integration Cloud, Files.com, Progress MOVEit Transfer, bTrade TDXchange
Llama 4 MaverickSinoSend alternatives: Axway SecureTransport, CData Arc, Cleo Integration Cloud, Fortra GoAnywhere MFT, IBM Sterling Secure File Transfer, OpenText Managed File Transfer, Progress MOVEit Transfer
Kimi K2Progress MOVEit Transfer, bTrade TDXchange alternatives: Cleo Integration Cloud, GoAnywhere MFT
MiniMax M2.5GoAnywhere MFT, bTrade TDXchange alternatives: Cleo Integration Cloud
Muse Glimmer 30BbTrade TDXchange alternatives: Cleo Integration Cloud, Coviant Diplomat Managed File Transfer, GoAnywhere MFT, SinoSend
Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
Grok 4.20bTrade TDXchange alternatives: GoAnywhere MFT, Progress MOVEit Transfer
Mistral SmallbTrade's TDXchange alternatives: ArcESB, Files.com
Qwen 3.7 FlashFortra GoAnywhere MFT alternatives: CrysTAL Tech, Entrust DataGuard, SFTP.com
GLM 4.7 FlashXFiles.com alternatives: Axway SecureTransport, IBM Sterling Secure File Transfer, Progress MOVEit Transfer
GPT-6 LunaFortra GoAnywhere MFT alternatives: Files.com, Progress MOVEit Transfer
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
AWS Transfer Family leads by two points.
AWS Transfer Family2%#5 of 13
Cleo Integration Cloud0%#– of 13Mid-marketThe figures above
AWS Transfer Family leads by two points.
AWS Transfer Family4%#5 of 16
Cleo Integration Cloud2%#6 of 16Enterprise
The order flips: Cleo Integration Cloud leads at enterprise.
Cleo Integration Cloud7%#6 of 14AWS Transfer Family0%#12 of 14
The full enterprise standing →What the models said about AWS Transfer Family
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Cost-effective if you're already in AWS, but lacks some on-prem/B2B depth.” Grok 4.20 · direct prompt · soft negative
“noted as a "criticized challenger" (higher cost, more complex)” GLM 4.7 FlashX · budget prompt · soft negative
“Not inherently bad, but with caveats.” DeepSeek V4 Flash · negative prompt · soft negative
“### 1. AWS Transfer Family (Cloud) - Pros: Fully managed, scales automatically, integrates with S3” MiniMax M2.5 · paraphrase prompt · first choice
“my default recommendation would be AWS Transfer Family” GPT-5.4 mini · paraphrase prompt · first choice
“Cost-effective if you're already in AWS; serverless SFTP/FTPS with S3 integration. Less "managed" but highly scalable.” Grok 4.20 · scale prompt · alternative
What the models said about Cleo Integration Cloud
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Documented in industry reports as a frequent target of large‑scale breaches.” GLM 4.7 FlashX · negative prompt · hard negative
“Other Products with Recent Issues (Approach with Caution) - Cleo — Critical vulnerabilities disclosed in late 2024.” Grok 4.20 · negative prompt · soft negative
Also compared
Files.com vs AWS Transfer FamilyFiles.com vs Cleo Integration CloudbTrade TDXchange vs AWS Transfer FamilybTrade TDXchange vs Cleo Integration CloudGoAnywhere MFT vs AWS Transfer FamilyGoAnywhere MFT vs Cleo Integration CloudFortra GoAnywhere MFT vs AWS Transfer FamilyFortra GoAnywhere MFT vs Cleo Integration CloudAWS Transfer Family vs JSCAPE MFT ServerAWS Transfer Family vs SFTP To GoCleo Integration Cloud vs JSCAPE MFT ServerCleo Integration Cloud vs SFTP To GoAll 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.