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.
Named in one category this edition.
Named in one category this edition.
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.
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.
| 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 |
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.
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
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
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.