KServe vs. Together AI Comparison


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About Highly scalable and standards-based model inference platform on Kubernetes for trusted AI. KServe is a standard model inference platform on Kubernetes, built for highly scalable use cases. Provides performant, standardized inference protocol across ML frameworks. Support modern serverless inference workload with autoscaling including a scale to zero on GPU. Provides high scalability, density packing, and intelligent routing using ModelMesh. Simple and pluggable production serving for production ML serving including prediction, pre/post-processing, monitoring, and explainability. Advanced deployments with the canary rollout, experiments, ensembles, and transformers. ModelMesh is designed for high-scale, high-density, and frequently-changing model use cases. ModelMesh intelligently loads and unloads AI models to and from memory to strike an intelligent trade-off between responsiveness to users and computational footprint.	About Together AI provides an AI-native cloud platform built to accelerate training, fine-tuning, and inference on high-performance GPU clusters. Engineered for massive scale, the platform supports workloads that process trillions of tokens without performance drops. Together AI delivers industry-leading cost efficiency by optimizing hardware, scheduling, and inference techniques, lowering total cost of ownership for demanding AI workloads. With deep research expertise, the company brings cutting-edge models, hardware, and runtime innovations—like ATLAS runtime-learning accelerators—directly into production environments. Its full-stack ecosystem includes a model library, inference APIs, fine-tuning capabilities, pre-training support, and instant GPU clusters. Designed for AI-native teams, Together AI helps organizations build and deploy advanced applications faster and more affordably.
Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not 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 Developers and professionals searching for a model inference platform on Kubernetes	Audience Together AI is ideal for AI-native teams, researchers, and enterprises that require high-performance GPU infrastructure, frontier-scale model training, and cost-optimized inference at massive scale
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing Free Free Version Supported Free Trial Not Supported	Pricing $0.0001 per 1k tokens Free Version Not 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 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

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Not Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information KServe kserve.github.io/website/latest/	Company Information Together AI Founded: 2022 United States www.together.ai/
Alternatives NVIDIA Triton Inference Server NVIDIA	Alternatives Runpod
Nebius Token Factory Nebius	CoreWeave
Baseten	OpenRouter
Runpod	Replicate
Intel Open Edge Platform Intel View All	Intel Tiber AI Cloud Intel View All
Categories AI Inference Supported Machine Learning Supported ML Model Deployment Supported	Categories AI Cloud Providers Supported AI Development Supported AI Fine-Tuning Supported AI Inference Supported AI Infrastructure Supported Artificial Intelligence Supported Cloud GPU Supported LLM API Supported Prompt Engineering Supported

Integrations AI Gateway HQ Not Supported DeepCoder Not Supported DeepSeek-V4.1-Flash-1017 Not Supported Docker Supported GLM-5.1 Not Supported GLM-5.2 Not Supported Kimi K2.6 Not Supported Kubernetes Supported LLM Gateway Not Supported LLMetrics Not Supported LangDB Not Supported MiniMax M2.7 Not Supported NVIDIA DRIVE Supported Nurix Not Supported OllaCoder Not Supported Qwen3-Coder Not Supported Vertesia Not Supported Wan2.6 Not Supported gpt-oss-20b Not Supported omp Not Supported Show More Integrations View All 12 Integrations	Integrations AI Gateway HQ Supported DeepCoder Supported DeepSeek-V4.1-Flash-1017 Supported Docker Not Supported GLM-5.1 Supported GLM-5.2 Supported Kimi K2.6 Supported Kubernetes Not Supported LLM Gateway Supported LLMetrics Supported LangDB Supported MiniMax M2.7 Supported NVIDIA DRIVE Not Supported Nurix Supported OllaCoder Supported Qwen3-Coder Supported Vertesia Supported Wan2.6 Supported gpt-oss-20b Supported omp Supported Show More Integrations View All 56 Integrations
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