UbiOps vs. Wafer Comparison


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About UbiOps is an AI infrastructure platform that helps teams to quickly run their AI & ML workloads as reliable and secure microservices, without upending their existing workflows. Integrate UbiOps seamlessly into your data science workbench within minutes, and avoid the time-consuming burden of setting up and managing expensive cloud infrastructure. Whether you are a start-up looking to launch an AI product, or a data science team at a large organization. UbiOps will be there for you as a reliable backbone for any AI or ML service. Scale your AI workloads dynamically with usage without paying for idle time. Accelerate model training and inference with instant on-demand access to powerful GPUs enhanced with serverless, multi-cloud workload distribution.	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 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 Businesses looking for a platform to run, manage and scale AI and machine learning	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 Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information UbiOps Founded: 2020 The Netherlands ubiops.com	Company Information Wafer United States www.wafer.ai/
Alternatives NVIDIA DGX Cloud Serverless Inference NVIDIA	Alternatives Canopy Wave
Runpod	Chutes
Xosphere	Fireworks AI
StormForge	Cerebras
Syself View All	vLLM View All
Categories AI Inference Supported AI Tools Supported Auto Scaling Supported Container Orchestration Supported	Categories AI Inference Supported

Integrations Amazon S3 Supported Amazon S3 Glacier Supported Amazon Web Services (AWS) Supported Arize AI Supported DeepSeek Not Supported GLM-5.1 Not Supported GLM-5.2 Not Supported GLM-5.3 Not Supported Google Cloud BigQuery Supported Google Cloud Platform Supported JupyterLab Supported MLflow Supported Microsoft Azure Supported OpenRouter Not Supported Python Supported Qwen Not Supported Terraform Supported Vercel AI Gateway Not Supported WhyLabs Supported omp Not Supported Show More Integrations View All 12 Integrations	Integrations Amazon S3 Not Supported Amazon S3 Glacier Not Supported Amazon Web Services (AWS) Not Supported Arize AI Not Supported DeepSeek Supported GLM-5.1 Supported GLM-5.2 Supported GLM-5.3 Supported Google Cloud BigQuery Not Supported Google Cloud Platform Not Supported JupyterLab Not Supported MLflow Not Supported Microsoft Azure Not Supported OpenRouter Supported Python Not Supported Qwen Supported Terraform Not Supported Vercel AI Gateway Supported WhyLabs Not Supported omp Supported Show More Integrations View All 8 Integrations
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