Skip to content

Best AI platforms and APIs in 2026

Where you get access to models: provider APIs, model hosting and local runners. 13 tools, ranked by live GitHub and npm numbers.

ToolPricingGitHub starsStars, 30 daysnpm a weekLast release
OllamaRun open source AI models locally, with an optional hosted cloud and Pro plan.Freemium185k+2,996889k2 days ago
Hugging FaceHub for open source AI models, datasets and demo apps, plus paid hosting for inference and Spaces.Freemium168k+1,470440k6 days ago
OpenAIAI research company behind ChatGPT and the GPT model family, accessed through apps and an API.Freemium11.2k+5351M3 days ago
OpenAI APIPay-per-token API access to OpenAI's GPT models for building AI into your own applications.Pay-as-you-go11.2k+5351M3 days ago
AnthropicAI research company that makes the Claude models, the Claude apps and the Claude API.Pay-as-you-go2.2k+3154M2 days ago
ReplicateRun and deploy machine learning models in the cloud through a simple API, billed by the second.Pay-as-you-go5980693k11 months ago
CohereEnterprise-focused AI company offering language, embedding and rerank models through an API.Pay-as-you-goNoneNone543kNone
GroqAI inference company behind GroqCloud, a fast API for running open models on its own LPU chips.Pay-as-you-goNoneNone1MNone
LM StudioDesktop app for downloading and running open-weight language models locally, with a chat UI and local API.FreemiumNoneNone65.1kNone
Mistral AIFrench AI company building open-weight and proprietary language models, accessed via API or Le Chat.Pay-as-you-goNoneNone9.6MNone
OpenRouterOne API for 500+ AI models from 80+ providers, announced on 19 August 2026 that it is joining Stripe.Pay-as-you-goNoneNoneNoneNone
Perplexity AIAI-powered answer engine that searches the web and cites sources, with a free tier and paid Pro/Max plans.FreemiumNoneNoneNoneNone
Together AICloud platform for running and fine-tuning open source AI models, with serverless inference and GPU clusters.Pay-as-you-goNoneNone118kNone

AI Platforms & APIs comparisons

Alternatives

How to choose

These are the services and apps that give you access to models. Provider APIs come from the companies that train the models. Hosting platforms run many models, often open-weight ones, behind one API. Local runners download a model and run it on your own machine.

The choice is mostly about control and cost. A provider API is the shortest path to the newest proprietary models. A hosting platform lets you switch between open models and usually charges by token or by compute time. A local runner keeps data on your machine and has no per-request cost, but is limited by your hardware.

What to compare

  • Which models it serves
  • Billing: per token, per second of compute, or free to run locally
  • Hosted, self-hosted or on your own machine
  • Fine-tuning and custom model support
  • Data retention and privacy terms
  • Rate limits and regions

Questions

Should I use a hosted API or run a model locally?

A hosted API is quicker to start with and gives you the largest models, billed per request. Running locally keeps your data on your machine and costs nothing per request, but the models you can run depend on your hardware.

What is the difference between a model provider and a hosting platform?

A provider trains its own models and sells access to them. A hosting platform runs models made by others, mostly open-weight ones, and lets you pick between them through one API.

Best AI platforms and APIs in 2026, ranked by real usage | ScratchDB