CentML vs. Wafer Comparison


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About CentML accelerates Machine Learning workloads by optimizing models to utilize hardware accelerators, like GPUs or TPUs, more efficiently and without affecting model accuracy. Our technology boosts training and inference speed, lowers compute costs, increases your AI-powered product margins, and boosts your engineering team's productivity. Software is no better than the team who built it. Our team is stacked with world-class machine learning and system researchers and engineers. Focus on your AI products and let our technology take care of optimum performance and lower cost for you.	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 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 Companies searching for an optimization platform for ML training	Audience Enterprises and product teams that need faster, production-ready inference for open LLMs without managing the full optimization stack
Support Phone Support 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 Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not 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 CentML Founded: 2022 Canada centml.ai	Company Information Wafer United States www.wafer.ai/
Alternatives Runpod	Alternatives Canopy Wave
Nebius	Chutes
Together AI	Fireworks AI
Gemini Enterprise Agent Platform Google	vLLM
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Categories AI Inference Supported AI Infrastructure Supported AI/ML Model Training Supported LLM API Supported Machine Learning Supported	Categories AI Inference Supported

Integrations Amazon Web Services (AWS) Supported DeepSeek Not Supported GLM-5.1 Not Supported GLM-5.2 Not Supported GLM-5.3 Not Supported Google Cloud Platform Supported Llama 4 Maverick Supported Llama 4 Scout Supported Microsoft Azure Supported OpenRouter Not Supported Qwen Not Supported Vercel AI Gateway Not Supported omp Not Supported Show More Integrations View All 5 Integrations	Integrations Amazon Web Services (AWS) Not Supported DeepSeek Supported GLM-5.1 Supported GLM-5.2 Supported GLM-5.3 Supported Google Cloud Platform Not Supported Llama 4 Maverick Not Supported Llama 4 Scout Not Supported Microsoft Azure Not Supported OpenRouter Supported Qwen Supported Vercel AI Gateway Supported omp Supported Show More Integrations View All 8 Integrations
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