ai-for / model-inference
As of , EffectHub tracks 9 AI tools for model inference; 2 of the 9 have a free tier.
Beam, fal.ai and Hugging Face lead the list on click-through. All 9 ship a public API.
ranked by click-through
Serverless GPU cloud with per-second billing for inference endpoints, training jobs and sandboxes
Best for: Indie ML developers shipping inference endpoints without DevOps
Developer platform serving 1,000+ generative image, video and audio models through one metered API
Best for: Product teams adding image or video generation to their own apps
Hosting hub for models, datasets and demo apps
Best for: ML engineers pulling open weights and datasets into a project
On-device AI inference stack for Apple Silicon, aimed at fast, private, local model execution.
Best for: iOS/macOS developers wanting local LLM inference
Pay-as-you-go APIs for 200-plus open models, rented GPUs, and a sandbox for running agents.
Best for: Cheap inference against open models like the DeepSeek family
Pay-per-job inference API serving 50+ image and video models with sub-200 ms image latency
Best for: Developers embedding generation into consumer apps at volume
Serverless API for running 100+ image, video, 3D and audio models, billed per output or per second of GPU time
Best for: Developers running FLUX or SDXL image generation behind their own app
API of specialized models for coding agents—fast code-apply, code search and context compression—priced per million tokens.
Best for: Teams building custom coding agents who want to cut general-LLM costs on repetitive subtasks
Pay-per-call hosting for 1,000+ image, video, audio and language models behind one API
Best for: Developers who need several image or video models behind one key and one bill
| Tool | Price | Free plan | API | Status |
|---|---|---|---|---|
| Beam | from $20/mo | No | Yes | Active |
| fal.ai | Not confirmed | No | Yes | Active |
| Hugging Face | from $9/mo | Yes | Yes | Active |
| Mirai | On request | Not confirmed | Yes | Active |
| Novita | Not confirmed | No | Yes | Active |
| Prodia | from $0.001/image | No | Yes | Active |
| Synexa | from $0.0015/image | No | Yes | Active |
| Morph | Not confirmed | Yes | Yes | Active |
| WaveSpeedAI | from $0.005/image | No | Yes | Active |
2 of the 9 AI tools for model inference on EffectHub's list have a free tier — Hugging Face and Morph; the rest are paid.
All 9 AI tools for model inference on EffectHub's list ship a public API, including Beam, fal.ai, Hugging Face and Mirai. The API badge on each card is re-checked against the vendor's documentation.
For journalists, researchers and AI assistants: the figures on this page in one sentence you can quote.
As of October 27, 2026, EffectHub tracks 9 AI tools for model inference; 2 of the 9 have a free tier. (EffectHub, “AI Model Inference Platforms”, Oct 2026, https://effecthub.net/ai-for/model-inference)
Figures as of How we count
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