Zero of fourteen models named Cerberus FTP Server first on the direct prompt; two named Cleo Integration Cloud. Cerberus FTP Server was named by nine of the fourteen models and Cleo Integration Cloud by twelve and Cerberus FTP Server carries 13 labels and Cleo Integration Cloud 17, so the shares are not directly comparable.
Named in one category this edition.
Named in three categories 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.
| 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 |
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. Three of four in this category shown.
“start with Cerberus FTP Server Professional if you want on-prem Windows SFTP with AD/LDAP integration, FIPS 140-2 cryptography and unlimited users at ~$1.6k/yr” Muse Glimmer 30B · paraphrase prompt · first choice
“I'd recommend starting with Cerberus FTP Server if you prefer on-premise control with comprehensive features” Claude Haiku 4.5 · paraphrase prompt · first choice
“Cerberus is often quoted as the best value on-premise option for small to mid-sized business” Muse Glimmer 30B · budget prompt · first choice
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
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.