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Managed file transfer · November 2026 Edition

AWS Transfer Family vs SFTP To Go

Zero of fourteen models named AWS Transfer Family first on the direct prompt; zero named SFTP To Go. AWS Transfer Family was named by twelve of the fourteen models and SFTP To Go by ten and AWS Transfer Family carries 19 labels and SFTP To Go 10, so the shares are not directly comparable.

AWS Transfer Family

accepted challenger

Named in one category this edition.

SFTP To Go

accepted challenger

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 rate16%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#8A position in a field of 16; printed, not drawn.
Labels1910A 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 SFTP To Go · 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 modelsSFTP To Go
Direct001 against AWS Transfer Family
Paraphrase21
Comparative00
Budget-constrained001 against AWS Transfer Family
Scale-constrained00
Negative001 against AWS Transfer Family
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 November 2026 Edition, AWS Transfer Family and SFTP To Go were named in the same answer eighteen times, of the 60 answers naming AWS Transfer Family and the 37 naming SFTP To Go. In those answers SFTP To Go took the first choice one time and AWS Transfer Family zero.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where AWS Transfer Family and SFTP To Go stood in it.
ModelDirectATParaphraseATComparativeATBudget-constrainedATScale-constrainedATNegativeAT
Claude Haiku 4.5AT
GPT-5.4 miniATAT
Gemini 3.5 FlashATATAT
Perplexity SonarATAT
Grok 4.20ATAT
Mistral Small
DeepSeek V4 FlashAT
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashXAT
MiniMax M2.5AT
GPT-6 Luna
Muse Glimmer 30B
AT AWS Transfer Family SFTP To GoAT first choiceAT named as an alternativeAT argued againstblank: not namedEach cell is one answer, AWS Transfer Family on the left and SFTP To Go on the right.

The direct prompt

The plain question, one answer per model, grouped by where AWS Transfer Family and SFTP To Go stood in it.

Neither was named

14 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
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
Perplexity SonarCleo Integration Cloud alternatives: Files.com, Fortra GoAnywhere MFT, SolarWinds Serv-U MFT
Grok 4.20bTrade TDXchange alternatives: GoAnywhere MFT, Progress MOVEit Transfer
Mistral SmallbTrade's TDXchange alternatives: ArcESB, Files.com
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
Qwen 3.7 FlashFortra GoAnywhere MFT alternatives: CrysTAL Tech, Entrust DataGuard, SFTP.com
Kimi K2Progress MOVEit Transfer, bTrade TDXchange alternatives: Cleo Integration Cloud, GoAnywhere MFT
GLM 4.7 FlashXFiles.com alternatives: Axway SecureTransport, IBM Sterling Secure File Transfer, Progress MOVEit Transfer
MiniMax M2.5GoAnywhere MFT, bTrade TDXchange alternatives: Cleo Integration Cloud
GPT-6 LunaFortra GoAnywhere MFT alternatives: Files.com, Progress MOVEit Transfer
Muse Glimmer 30BbTrade TDXchange alternatives: Cleo Integration Cloud, Coviant Diplomat Managed File Transfer, GoAnywhere MFT, SinoSend

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
SFTP To Go leads by four points.
SFTP To Go6%#3 of 13
AWS Transfer Family2%#5 of 13
The full small business standing →
Mid-marketThe figures above
The order flips: AWS Transfer Family leads at mid-market.
AWS Transfer Family4%#5 of 16
SFTP To Go2%#8 of 16
The full mid-market standing →
Enterprise
Level: the same share of first choices.
AWS Transfer Family0%#12 of 14
SFTP To Go0%#– 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 SFTP To Go

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“For most mid-sized B2B companies, SFTP To Go or Files.com offers the best balance of security, cost, and operational simplicity” DeepSeek V4 Flash · paraphrase prompt · first choice
“Recommended for businesses needing fully managed SFTP with cloud storage integration, high availability, and native automation” Mistral Small · paraphrase prompt · alternative
“Best Managed Cloud SFTP ... Cons: Limited to single managed SFTP endpoint, no automation engine in base tier” MiniMax M2.5 · budget prompt · alternative
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.