KServe vs. Wafer 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 Wafer delivers the fastest open source LLMs for enterprise through serverless and dedicated inference built for production AI workloads. Its serverless inference gives teams access to top open models with no infrastructure, no deployment overhead, and fast APIs, including GLM-5.2-Fast for low-latency inference with EAGLE speculative decoding and a per-stream throughput SLA, GLM-5.2 as a flagship model with stronger coding and reasoning capabilities, and more. Wafer’s technology uses agents that optimize inference across the stack, identifying and enhancing bottlenecks in orchestration, algorithms, serving engines, GPU kernels, and diverse hardware. It profiles the stack to see whether latency or throughput comes from scheduling, decoding, kernels, memory pressure, or hardware fit, then tries many paths and ships the measured winner. Instead of relying on a single switch or heuristic, Wafer searches model, engine, kernel, and hardware combinations.
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 Enterprises and product teams that need faster, production-ready inference for open LLMs without managing the full optimization stack
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 Free 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 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 Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information KServe kserve.github.io/website/latest/	Company Information Wafer United States www.wafer.ai/
Alternatives NVIDIA Triton Inference Server NVIDIA	Alternatives Canopy Wave
Nebius Token Factory Nebius	Chutes
Baseten	Fireworks AI
Runpod	Cerebras
Intel Open Edge Platform Intel View All	DeepInfer DeepSeek View All
Categories AI Inference Supported Machine Learning Supported ML Model Deployment Supported	Categories AI Inference Supported

Integrations Bloomberg Supported DeepSeek Not Supported Docker Supported GLM-5.1 Not Supported GLM-5.2 Not Supported GLM-5.3 Not Supported Gojek Supported IBM Cloud Supported Kubeflow Supported Kubernetes Supported NAVER Supported NVIDIA DRIVE Supported OpenRouter Not Supported Qwen Not Supported Vercel AI Gateway Not Supported ZenML Supported Zillow Supported omp Not Supported vLLM Supported Show More Integrations View All 12 Integrations	Integrations Bloomberg Not Supported DeepSeek Supported Docker Not Supported GLM-5.1 Supported GLM-5.2 Supported GLM-5.3 Supported Gojek Not Supported IBM Cloud Not Supported Kubeflow Not Supported Kubernetes Not Supported NAVER Not Supported NVIDIA DRIVE Not Supported OpenRouter Supported Qwen Supported Vercel AI Gateway Supported ZenML Not Supported Zillow Not Supported omp Supported vLLM Not Supported Show More Integrations View All 8 Integrations
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