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Tools/Infrastructure

Best Infrastructure Tools

40 infrastructure tools compared — reviews, pricing & social mentions

1Inference
Inferencedistributedsubscription + tieredFree tier

Train, deploy, observe, and evaluate LLMs from a single platform. Lower cost, faster latency, and dedicated support from Inference.net.

5.0 (1)30 /moAlternatives
2BentoML
BentoMLmodel-servingtieredFree tier

Inference Platform built for speed and control. Deploy any model anywhere, with tailored inference optimization, efficient scaling, and streamlined op

5.0 (4)
3Netlify
Netlifyusage-based + subscription + freemium + tieredFree tier

Create with AI or code, deploy instantly on production infrastructure. One platform to build and ship.

4.7 (20)7 /mo
4Lambda
Lambdagpu-cloudtiered

Cloud GPUs, on-demand clusters, private cloud, and hardware for AI training and inference. Run B200 and H100, deploy fast, and scale cost effectively.

4.5 (2)6 /mo
5Cloudflare
Cloudflareusage-based + subscription + freemium + per-seat + tieredFree tier

Welcome to Cloudflare - Powering the next generation of applications

4.3 (20)23 /mo
6ExLlamaV2
ExLlamaV2inferencetiered

A fast inference library for running LLMs locally on modern consumer-class GPUs - turboderp-org/exllamav2

35 /moAlternatives
7Recall.ai
Recall.aimeeting-apiusage-based + contract + tieredFree tier

Recall.ai provides an API to get recordings, transcripts and metadata from video conferencing platforms like Zoom, Google Meet, Microsoft Teams, and m

34 /moAlternatives
8FriendliAI
FriendliAIinferencetieredFree tier

Inference performance drives profitability.

33 /moAlternatives
9Determined AI
Determined AItraining
26 /moAlternatives
10Modal
Modalserverless-gpuusage-based + tieredFree tier

Bring your own code, and run CPU, GPU, and data-intensive compute at scale. The serverless platform for AI and data teams.

16 /mo456
11vLLM
vLLMinferencetiered

High-throughput and memory-efficient inference and serving engine for Large Language Models. Deploy AI faster with state-of-the-art performance.

14 /mo74,806Alternatives
12Daily.co
Daily.covideo-apiusage-based + subscription

Daily is the team behind Pipecat. Ultra low latency, open source SDKs, and enterprise reliability since 2016.

13 /moAlternatives
13DeepSpeed
DeepSpeedtrainingtiered

DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective.

12 /moAlternatives
14llama.cpp
llama.cppinferencesubscription + tiered

LLM inference in C/C++. Contribute to ggml-org/llama.cpp development by creating an account on GitHub.

5 /mo101,000Alternatives
15ClearML
ClearMLmlopssubscription + per-seat + tieredFree tier

Unlock enterprise-scale AI with ClearML’s AI Infrastructure Platform. Manage GPU clusters, streamline AI/ML workflows, and deploy GenAI models effortl

4 /moAlternatives
16Vast.ai
Vast.aigpu-marketplacetiered

Real-time GPU infrastructure

4 /moAlternatives
17Together Inference
Together Inferenceinferencesubscription + tieredFree tier

Build what's next on the AI Native Cloud. Full-stack AI platform for inference, fine-tuning, and GPU clusters — powered by cutting-edge research.

3 /moAlternatives
18CoreWeave
CoreWeavegpu-cloudsubscription + tiered

CoreWeave is the force multiplier that empowers pioneers with momentum, magnitude, and mastery—enabling them to innovate with confidence. Explore the

3 /moAlternatives
19Banana
Bananaserverless-gpusubscription + tiered

Inference hosting for AI teams who ship fast and scale faster.

3 /moAlternatives
20Triton Inference Server
Triton Inference Serverinferencetiered

Supports real-time, batched, ensemble, and audio/video streaming workloads.

3 /moAlternatives
21RunPod
RunPodgpu-cloudsubscription + tieredFree tier

AI infrastructure with on-demand GPUs and serverless compute. Run training, inference, and batch workloads on the cloud with Runpod.

3 /moAlternatives
22Lightning AI
Lightning AItraining

The all-in-one platform for AI development. Code together. Prototype. Train. Scale. Serve. From your browser - with zero setup. From the creators of P

3 /moAlternatives
23Beam
Beamserverless-gpu

Run sandboxes, inference, and training with ultrafast boot times, instant autoscaling, and a developer experience that just works.

3 /moAlternatives
24FluidStack
FluidStackgpu-cloudtiered

Leading AI Cloud Platform for top AI labs. Immediate access to thousands of H200s with InfiniBand.

2 /moAlternatives
25Salad
Saladgpu-cloudsubscription + tieredFree tier

Save up to 90% on cloud costs compared to hyperscalers. Deploy AI/ML production models easily on the world's largest distributed cloud. Perfect f

2 /moAlternatives
26SGLang
SGLanginferencesubscription + tiered

SGLang is a high-performance serving framework for large language models and multimodal models. - sgl-project/sglang

2 /moAlternatives
27TensorDock
TensorDockgpu-cloudtieredFree tier

Save over 80% on GPUs. Train your machine learning models, render your animations, or cloud game through our infrastructure. Secure and reliable. Ente

1 /moAlternatives
28Anyscale
Anyscalerayusage-based + subscription + tiered

Powered by Ray, Anyscale helps AI builders run data-intensive workloads to build and deploy Foundation Models and AI at scale on any cloud.

1 /mo42,366Alternatives
29Livekit
Livekitrealtimesubscription + contract + tieredFree tier

An open source framework and developer platform for building, testing, deploying, scaling, and observing agents in production.

17,887
30Seldon
Seldonserving
4,737Alternatives
31GGML
GGMLinferencetiered
Alternatives
32Mosaic ML
Mosaic MLtrainingtiered

Read the Databricks Databricks AI category on the company blog for the latest employee stories and events.

Alternatives
33KServe
KServeservingtiered

Standardized Distributed Generative and Predictive AI Inference Platform for Scalable, Multi-Framework Deployment on Kubernetes

5,381Alternatives
34Baseten
Basetenmodel-servingsubscription + tieredFree tier

Serve and scale open-source and custom AI models on the fastest, most reliable inference platform.

1,131
35TGI
TGIinferencetiered

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

Alternatives
36Ray Serve
Ray Serveservingtiered
41,936Alternatives
37Petals
Petalsdistributedtiered

Run large language models at home, BitTorrent‑style

Alternatives
38TensorRT-LLM
TensorRT-LLMinferencetiered
Alternatives
39MLC LLM
MLC LLMinferencetiered

WebLLM: High-Performance In-Browser LLM Inference Engine

Alternatives
40Paperspace
Paperspacegpu-cloudsubscription + freemium + tieredFree tier

Accelerate AI training, power complex simulations, and render faster with NVIDIA H100 GPUs on Paperspace. Easy setup, cost-effective cloud compute.

Alternatives

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