Zero of fourteen models named AWS Transfer Family first on the direct prompt; zero named JSCAPE MFT Server. AWS Transfer Family was named by twelve of the fourteen models and JSCAPE MFT Server by nine and AWS Transfer Family carries 19 labels and JSCAPE MFT Server 16, 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 JSCAPE MFT Server were named in the same answer eleven times, of the 60 answers naming AWS Transfer Family and the 48 naming JSCAPE MFT Server. In those answers JSCAPE MFT Server took the first choice zero times and AWS Transfer Family one.
| 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. Five of six in this category shown.
“serves the mid-market with reasonable pricing and solid protocol support, though with fewer advanced automation features” Claude Haiku 4.5 · comparative prompt · soft negative
“The cost of JSCAPE MFT Server may seem relatively high for smaller organizations with limited budget.” Muse Glimmer 30B · budget prompt · soft negative
“The best managed file transfer solution for a company with a limited budget is JSCAPE MFT or CData Arc” Llama 4 Maverick · budget prompt · first choice
“Best for hybrid or on-premises needs... Pricing is quote-based (often $10K+ annually for mid-sized setups)” Grok 4.20 · paraphrase prompt · alternative
“Cross-platform, extensive automation features, good for automated B2B workflows” MiniMax M2.5 · paraphrase 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.