toolspool
Category · 147 tools verified

Best AI Model Hosting & Inference Tools of 2026

All 147 Model Hosting & Inference tools that are actually alive — cross-checked against multiple directories, liveness-verified, and ranked by real traffic. Dead links and clones removed. Verified means we checked — not that someone paid.

See the ranked list ↓
147
TOOLS VERIFIED
59
FREE OPTIONS
33
WITH VIDEO REVIEWS

Narrow it down

5 subcategories

Model Hosting & Inference splits into more focused areas — jump straight to the one you need.

The ranked list

Showing 24 of 147 live tools · ranked by real traffic

ModelsLab logo
ModelsLab
modelslab.com
#25

Generative AI API platform serving image, video, audio, 3D and LLM models through one developer endpoint.

#Multimodal Content Generation Apis#AI Agents Infrastructure
verifiedPaid · from $47/mo
Massed Compute logo
Massed Compute
massedcompute.com
#26

On-demand NVIDIA cloud GPU rental with hourly billing, bare metal and clusters, for ML, rendering and HPC teams.

#Gpu Cloud Rental#AI Agents Infrastructure
verifiedPaid · from $0.43/mo
Thunder Compute logo
Thunder Compute
thundercompute.com
#27

Cloud GPU provider building virtualization software to make GPU compute cheaper and more efficiently utilized for AI/ML workloads.

#Inference Providers Hardware Infrastructure#AI Agents Infrastructure
verifiedPaid
ClearML logo
ClearML
clear.ml
#28

End-to-end MLOps/AI-infra platform to manage GPU clusters, track experiments and deploy LLMs, open source to enterprise.

#Mlops Platform#AI Agents Infrastructure
verifiedFreemium · from $15/mo
Vidgo AI logo
Vidgo AI
vidgo.ai
#30

Unified AI API and studio for image, video, and music generation, aimed at developers and teams wanting one billing account for many models.

#Multimodal Content Generation Apis#AI Agents Infrastructure
verifiedFreemium · from $10/mo
Synexa AI logo
Synexa AI
synexa.ai
#31

Serverless API for running image, video and speech AI models with per-second GPU billing cheaper than Replicate or Fal.ai.

#Multimodal Content Generation Apis#AI Agents Infrastructure
verifiedPaid · from $0.00069/mo
stablediffusion api logo
stablediffusion api
stablediffusionapi.com
#32

Developer REST API offering one endpoint to run Stable Diffusion, SDXL, Flux, ControlNet and thousands of community image models.

#Multimodal Content Generation Apis#AI Agents Infrastructure
verifiedFreemium · from $8/mo
Cerebrium logo
Cerebrium
cerebrium.ai
#33

Serverless GPU platform for deploying real-time AI (voice, video, LLMs) with sub-second cold starts and autoscaling.

#AI Agents Infrastructure
verifiedFreemium · from $0.000944/mo
Aquin logo
Aquin
aquin.app
#34

Mechanistic-interpretability tooling to debug and improve ML models-trace outputs, simulate fine-tunes and patch failures.

#AI Agents Infrastructure
verifiedFree
Stable Horde logo
Stable Horde
stablehorde.net
#35

Crowdsourced distributed cluster for free AI image and text generation; real community project.

#Multimodal Content Generation Apis#AI Agents Infrastructure
verifiedFree
width.ai logo
width.ai
width.ai
#36

AI/ML consulting studio that builds custom NLP, computer vision, and generative AI systems for companies.

#AI Agents Infrastructure
verifiedPaid
kluster.ai logo
kluster.ai
kluster.ai
#37

AI cloud platform for serverless inference and fine-tuning with cost savings.

#AI Agents Infrastructure
Paid · from $0.005/mo
APIPod logo
APIPod
apipod.ai
#38

OpenAI-compatible gateway to 100+ AI models (text, image, video, audio) with smart routing, failover and pay-as-you-go pricing.

#AI Agents Infrastructure
verifiedFreemium
Enhance AI logo
Enhance AI
enhanceai.art
#39

All-in-one generative platform bundling 250+ image, video, music, voice and chat models under one-time payment plans.

#Multimodal Content Generation Apis#AI Agents Infrastructure
verifiedFreemium · from $19/mo
GreenNode logo
GreenNode
greennode.ai
#40

Sovereign, high-performance AI cloud for Southeast Asia: GPU compute plus a governed AI and agent stack.

#Gpu Cloud Rental#AI Agents Infrastructure
verifiedPaid
cirrascale.com logo
cirrascale.com
cirrascale.com
#41

Private AI cloud offering dedicated GPU/accelerator infrastructure for training and inference workloads.

#Gpu Cloud Rental#AI Agents Infrastructure
verifiedPaid
captum.ai logo
captum.ai
captum.ai
#42

Open-source PyTorch library for model interpretability, offering attribution algorithms across vision, text and other modalities.

#AI Agents Infrastructure
verifiedFree
AI Superior logo
AI Superior
aisuperior.com
#43

Germany-based AI consultancy and development firm building custom ML, generative-AI and geospatial solutions for enterprises.

#AI Agents Infrastructure
verifiedPaid
LM-Kit.NET logo
LM-Kit.NET
lm-kit.com
#44

On-device AI runtime and SDK for .NET developers, covering agents, RAG, OCR, vision, speech and text analysis locally.

#AI Agents Infrastructure
verifiedFreemium
UbiOps logo
UbiOps
ubiops.com
#45

AI model serving platform letting enterprise teams deploy and scale AI workloads across local, hybrid, and multi-cloud infrastructure.

#Model Serving Infrastructure#AI Agents Infrastructure
verifiedPaid
up-board.org logo
up-board.org
up-board.org
#46

Vendor site for UP Bridge the Gap's single-board and embedded edge computing devices used in industrial and AI edge deployments.

#AI Agents Infrastructure
verifiedPaid
mancer logo
mancer
mancer.tech
#47

Hosted, unfiltered LLM inference service running open models via API in apps like SillyTavern, with free and paid tiers.

#AI Agents Infrastructure
verifiedFreemium
InfraBase.ai logo
InfraBase.ai
infrabase.ai
#48

Curated directory of AI infrastructure tools—vector DBs, inference APIs, agents, observability—for AI app builders.

#AI Agents Infrastructure
verifiedFree

Model Hosting & Inference tools compared

ToolBest forFree tierPriceMonthly visits
ModelsLabGenerative AI API platform serving image, video, audio, 3D and LLM models through one developer endpoint.$47/mo116K
Massed ComputeOn-demand NVIDIA cloud GPU rental with hourly billing, bare metal and clusters, for ML, rendering and HPC teams.$0.43/mo96K
Thunder ComputeCloud GPU provider building virtualization software to make GPU compute cheaper and more efficiently utilized for AI/ML workloads.Paid95K
ClearMLEnd-to-end MLOps/AI-infra platform to manage GPU clusters, track experiments and deploy LLMs, open source to enterprise.Yes$15/mo75K
Anyscale | Scalable Compute for AI and PythonRay-based AI compute platform for training, serving and scaling models, with pay-as-you-go GPU and BYOC deployment.TrialPaid72K
Verified by Toolspool

Every tool here is alive, real, and honestly ranked.

Related categories