Deep Infra vs. Wafer Comparison


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About Powerful, self-serve machine learning platform where you can turn models into scalable APIs in just a few clicks. Sign up for Deep Infra account using GitHub or log in using GitHub. Choose among hundreds of the most popular ML models. Use a simple rest API to call your model. Deploy models to production faster and cheaper with our serverless GPUs than developing the infrastructure yourself. We have different pricing models depending on the model used. Some of our language models offer per-token pricing. Most other models are billed for inference execution time. With this pricing model, you only pay for what you use. There are no long-term contracts or upfront costs, and you can easily scale up and down as your business needs change. All models run on A100 GPUs, optimized for inference performance and low latency. Our system will automatically scale the model based on your needs.	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 Anyone in search of a solution to run the top AI models to improve their machine learning outcomes	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 $0.70 per 1M input tokens Free Version Not Supported Free Trial Supported	Pricing Free Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 1.0 / 5 ease 1.7 / 5 features 1.7 / 5 design 3.3 / 5 support 1.0 / 5 Read all reviews	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
Pros & Cons from Real Users Pros N/A No pros! Even if you set things up to stop wasting money (silent fails etc.), your settings are worthless. Large range of models. On first glance, priced well. Sleek user interface and easy access to API keys. Min top-up is low at $5. Cons The services advertised don't work. - Setup has different levels without correspondence or evidence of redundancy - your programming limits are worthless, the model runs as it pleases In the less than a month I was testing their service, for common, highly used models available for free download on Hugging Face (so they weren't having to pay a middle man like for gpt etc), they: 1) Deleted 1 model entirely and offered no replacement. 2) Increased the price on another model 400%. 3) Doubled the price of another. There was no obvious way to contact them about this on their website other than a sales form.
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 Deep Infra deepinfra.com	Company Information Wafer United States www.wafer.ai/
Alternatives SambaNova SambaNova Systems	Alternatives Canopy Wave
Runpod	Chutes
CentML	Fireworks AI
Replicate	Cerebras
Amazon SageMaker Model Deployment Amazon View All	DeepInfer DeepSeek View All
Categories AI Inference Supported AI Infrastructure Supported LLM API Supported Machine Learning Supported	Categories AI Inference Supported

Integrations AI SpendOps Supported Codestral Supported DeepSeek Not Supported GLM-5.1 Not Supported GLM-5.3 Not Supported GitHub Supported Higgs Audio / Avatar Supported Llama 3 Supported Llama 3.1 Supported Llama 3.3 Supported Mistral 7B Supported Mistral AI Supported Mistral NeMo Supported Mistral Small Supported Mixtral 8x22B Supported OpenRouter Not Supported Pixtral Large Supported Qwen Not Supported Vercel AI Gateway Not Supported omp Not Supported Show More Integrations View All 24 Integrations	Integrations AI SpendOps Not Supported Codestral Not Supported DeepSeek Supported GLM-5.1 Supported GLM-5.3 Supported GitHub Not Supported Higgs Audio / Avatar Not Supported Llama 3 Not Supported Llama 3.1 Not Supported Llama 3.3 Not Supported Mistral 7B Not Supported Mistral AI Not Supported Mistral NeMo Not Supported Mistral Small Not Supported Mixtral 8x22B Not Supported OpenRouter Supported Pixtral Large Not Supported Qwen Supported Vercel AI Gateway Supported omp Supported Show More Integrations View All 8 Integrations
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