Ferret vs. MiMo-V2.6-Flash Comparison


Ferret Apple	MiMo-V2.6-Flash Xiaomi Technology	+	+
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About An End-to-End MLLM that Accept Any-Form Referring and Ground Anything in Response. Ferret Model - Hybrid Region Representation + Spatial-aware Visual Sampler enable fine-grained and open-vocabulary referring and grounding in MLLM. GRIT Dataset (~1.1M) - A Large-scale, Hierarchical, Robust ground-and-refer instruction tuning dataset. Ferret-Bench - A multimodal evaluation benchmark that jointly requires Referring/Grounding, Semantics, Knowledge, and Reasoning.	About MiMo-V2.6-Flash is an open-source, natively omnimodal AI model from Xiaomi MiMo designed to balance intelligence, efficiency, and cost. The model supports coding, general agent workflows, visual reasoning, computer use, automation, and multimodal creative tasks. Its capabilities extend beyond software engineering into frontend design, presentation creation, 3D modeling, interactive world generation, video production, and embodied simulation. Xiaomi trained MiMo-V2.6-Flash with large-scale reinforcement learning across coding, general agent, visual, and cybersecurity tasks, completing roughly 750,000 training trajectories. The model is positioned as the more cost-efficient member of the MiMo-V2.6 family while retaining strong performance across software engineering, tool use, automation, and visual coding benchmarks. MiMo-V2.6-Flash is available through MiMo Desktop, AI Studio, MiMo Code, the Xiaomi MiMo API Platform, OpenRouter, and the open-source MiMo-V2.6 release.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience AI and LLM developers	Audience Developers, AI engineers, agent builders, researchers, startups, and technical teams that need a cost-efficient open-source multimodal model for coding, automation, visual tasks, and tool-using workflows
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Not Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Open source Free Version Supported Free Trial Not Supported	Pricing Free $0.14 per 1 million tokens input $0.28 per 1 million tokens output Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 5.0 / 5 ease 5.0 / 5 design 5.0 / 5 Read all reviews
	Pros & Cons from Real Users Pros What I like most is how much capability Xiaomi packed into a model this cheap. The 1M-token context window means I can use it for big repos, long documents, agent histories, and mixed-media workflows without constantly worrying about context limits. It is also genuinely useful beyond text. I can feed it images, video, audio, and text in the same workflow, which makes it a strong fit for agents, document processing, visual analysis, and automation. Cons The main downside is that I would still reach for MiMo-V2.6-Pro when I need maximum reasoning depth or I am working on something especially difficult or high-stakes. Flash feels more like the everyday workhorse.
Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Apple Founded: 1976 United States github.com/apple/ml-ferret	Company Information Xiaomi Technology Founded: 2010 China mimo.xiaomi.com
Alternatives Qwen3.5-Omni Alibaba	Alternatives Claude Fable 5.1 Anthropic
Reka	Claude Mythos 5.1 Anthropic
LLaVA	GPT-5.6 Sol OpenAI
Qwen3.7-Plus Alibaba	MiMo-V2.6-Pro-UltraSpeed Xiaomi Technology
MiniMax M3 MiniMax View All	MiMo-V2.6-Pro Xiaomi Technology View All
Categories AI Models Supported Large Language Models Supported Multimodal Models Supported	Categories AI Coding Models Supported AI Models Supported AI Reasoning Models Supported AI Vision Models Supported Foundation Models Supported Large Language Models Supported Multimodal Models Supported

Integrations BLACKBOX AI Not Supported Canopy Wave Not Supported Cline Not Supported ClinePass Not Supported Hermes Agent Not Supported Hugging Face Not Supported Kilo Code Not Supported OpenClaw Not Supported OpenCode Not Supported OpenRouter Not Supported Roo Code Not Supported Shiori Not Supported Vercel AI Gateway Not Supported Xiaomi MiMo Not Supported Xiaomi MiMo Desktop Not Supported Xiaomi MiMo Studio Not Supported Show More Integrations	Integrations BLACKBOX AI Supported Canopy Wave Supported Cline Supported ClinePass Supported Hermes Agent Supported Hugging Face Supported Kilo Code Supported OpenClaw Supported OpenCode Supported OpenRouter Supported Roo Code Supported Shiori Supported Vercel AI Gateway Supported Xiaomi MiMo Supported Xiaomi MiMo Desktop Supported Xiaomi MiMo Studio Supported Show More Integrations View All 16 Integrations
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