Two of fourteen models named Cleo Integration Cloud first on the direct prompt; two named Fortra GoAnywhere MFT. Cleo Integration Cloud was named by twelve of the fourteen models and Fortra GoAnywhere MFT by eleven and Cleo Integration Cloud carries 17 labels and Fortra GoAnywhere MFT 19, so the shares are not directly comparable.
Named in three categories 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.
| 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 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“This solution has had critical authentication bypass vulnerabilities (CVE-2024-0204) that allow unauthorized users to create admin users and bypass authentication” Claude Haiku 4.5 · negative prompt · hard negative
“The Fortra advisory FI-2025-012 marks Severity Critical for CVE-2025-10035” Muse Glimmer 30B · negative prompt · hard negative
“Recommendation: Migrate away if possible—too much breach history.” Grok 4.1 Fast · negative prompt · hard negative
“Recent rankings (e.g., SoftwareReviews 2024) highlight GoAnywhere/MOVEit for balanced performance.” Grok 4.1 Fast · comparative prompt · first choice
“It is the fastest growing MFT product in the world... Best for centralized automation and control” Muse Glimmer 30B · comparative prompt · first choice
“I'd usually start with Fortra GoAnywhere MFT or Progress MOVEit as the shortlist” GPT-5.4 mini · 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.