# Top LLM Agent Hosting Platforms Reviewed Discover the top LLM agent hosting platforms that handle inference, tools, and state for production language model agents. LLM agents need 10x more compute than chatbots due to iterative tool calls, planning, and tool usage. This review covers 8 options with perf metrics, pricing, and features like persistent workspaces and MCP support. Source: https://fast.io/resources/top-llm-agent-hosting-platforms/ Author: [Derek Labian](https://fast.io/authors/derek-labian/) Last reviewed: 2026-02-17 ## How We Evaluated These Platforms We tested platforms for agent essentials like cold starts under 2 seconds, pricing below $1 per million output tokens on 70B models, persistent storage, MCP tools, autoscaling, and easy deployment. We checked production readiness for each, drawing from official pricing pages and docs. ## What Key Features Should You Prioritize in LLM Agent Hosting? Effective LLM agent hosting balances several key factors: **Persistent State**: Agents require durable storage for memory and artifacts across sessions, unlike ephemeral chatbot inference. **Tool Integration**: Support for MCP or rich APIs for file ops, webhooks, locks. **Low Cold Starts**: Under 2 seconds for responsive multi-turn interactions. **Scalable Pricing**: Per-second GPU or per-token billing without idle costs. **Collaboration**: Human-agent handoff, sharing, comments. Platforms like Fastio fill gaps in persistence and MCP, while others excel in raw compute. Define clear tool contracts and fallback behavior so agents fail safely when dependencies are unavailable. This improves reliability in production workflows. ## Comparison Table | Platform | Free Tier | Cold Start | Pricing Example (70B /M tok) | Persistence | MCP/Tools | Best For | |--------------|---------------|------------|------------------------------|-------------|-----------|-----------------------| | Fastio | Business Trial | Instant | N/A (storage) | Full | Consolidated MCP | Stateful workspaces | | Replicate | $10 credit | 1-5s | ~$3-5 | Ephemeral | Basic | Stateless inference | | Modal | $30/mo | <1s | ~$2/hr GPU | Volumes | Python | Python agents | | RunPod | Credits | <200ms | $0.0014/s A100 | Disks | Custom | GPU pods | | Fal.ai | Trial | <2s | $0.0005/s H100 | No | GenAI | Multimodal gen | | Baseten | Credits | 100-500ms | $0.10/min | No | APIs | Optimized serving | | Together.ai | Trial | <1s | $0.88 | No | Open | Open models | | Fireworks | Free credit | Fast | Below one dollar | No | Fast inf | Low-latency chains | ## How to Choose the Right LLM Agent Hosting Platform? Match your needs: **Stateful/multi-agent**: Fastio (workspaces, MCP, locks, version history). Fastio addresses persistence gaps in competitor offerings, with human handoff via ownership transfer. ## Selection Checklist Test integration with your LLM stack. For production agent teams, prioritize MCP support and persistent storage to address common gaps in competitor offerings. [Try the Fastio Business Trial](/storage-for-agents/). ## 1. Fastio Fastio offers intelligent workspaces for LLM agents, including [a consolidated MCP toolset](/storage-for-agents/) via Streamable HTTP/SSE, built-in RAG, and persistent file storage. See the [agent guide](/storage-for-agents/) for full details. Unlike inference-focused platforms, Fastio provides the coordination layer: agents build workspaces, coordinate writes with advisory file locks, upload outputs, query with AI, collaborate via comments, and hand off to humans via ownership transfer. **Strengths** - 14-day Business Trial with usage-based credits. - Version history for change tracking, real-time activity feed, and ownership transfer for production handoff. - Universal LLM support via remote MCP connection at https://mcp.fast.io/mcp. - Intelligence Mode auto-indexes files for semantic search and cited RAG queries. **Limitations** - Optimized for storage/tools, not GPU inference (pair with Replicate/Modal). - Compute handled by external LLMs. **Best for:** Stateful workflows, multi-agent teams, human collaboration. **Pricing:** 14-day Business Trial; Starter from $29/mo. Source: [Fastio Pricing](https://fast.io/pricing). ## 2. Replicate Replicate runs open ML models serverless via HTTP API. **Strengths** - Pay-per-second on GPUs like A100 ($5.04/hr). - Auto-scales; vast model library. - Quick prototyping. **Limitations** - No persistence; ephemeral. - Basic tools. **Best for:** Stateless agent inference. **Pricing:** $0.000225-0.0028/sec GPU. ## 3. Modal Modal offers serverless Python GPU functions. **Strengths** - Sub-second cold starts. - Volumes for temp state. - H100 $0.001097/sec. **Limitations** - Ephemeral; Python-only. - No MCP. **Best for:** Python agent jobs. **Pricing:** $0.000164-0.001736/sec GPU. ## 4. RunPod RunPod deploys GPU pods/serverless. **Strengths** - H100 $0.0014/sec; pre-warmed. - Disk storage. - Global regions. **Limitations** - Setup overhead. - No native tools. **Best for:** Custom GPU agents. **Pricing:** $0.000164+/sec. ## 5. Fal.ai Fal.ai specializes in serverless gen AI. **Strengths** - H100 $1.89/hr. - Fast image/video for agents. - Edge scale. **Limitations** - Gen-focused. - No state. **Best for:** Multimodal agents. **Pricing:** $0.0005+/sec. ## 6. Baseten Baseten deploys ML models with Truss. **Strengths** - Fast cold starts 100ms. - Auto-scale. - A100 $0.066/min. **Limitations** - Ephemeral. - Model-centric. **Best for:** Serving scale. **Pricing:** $0.00058+/min CPU/GPU. ## 7. Together.ai Together hosts open models. **Strengths** - Llama 70B $0.88/M. - Distributed inf. - Fine-tune. **Limitations** - No persistence. - Model focus. **Best for:** Open inf. **Pricing:** $0.06-3.50/M tok. ## 8. Fireworks.ai Fireworks delivers fast LLM inf. **Strengths** - <100ms cold; 10x vLLM. - Function calling. - 70B $0.90/M. **Limitations** - Inf only. - No state. **Best for:** Speedy chains. **Pricing:** $0.10-0.90/M tok. ## Which Platform Fits Your Agents? For compute-heavy stateless: Replicate/Modal/Fireworks. For persistence/tools: Fastio. Multimodal: Fal.ai. Test trial options and platform tiers first. Define clear tool contracts and fallback behavior so agents fail safely when dependencies are unavailable. This improves reliability in production workflows. ## Frequently asked questions ### What are the top LLM agent hosting platforms? Fastio, Replicate, Modal, RunPod, Fal.ai, Baseten, Together.ai, Fireworks.ai stand out for inference, state, and tools. ### Best platform for production LLM agents? Fastio for persistent workspaces/MCP; Replicate/Modal for scalable inference. Match to needs like state vs speed. ### Do LLM agents need more compute than chatbots? Yes, 5-10x more due to planning, tools, reflection. ### What is MCP in agent hosting? Model Context Protocol for tools/state; Fastio offers a consolidated toolset via HTTP/SSE. ### What trial options exist for agent hosting? Fastio provides a 14-day Business Trial; others offer credits like Replicate $10. ## Sources - [Lilian Weng, OpenAI](https://lilianweng.github.io/posts/2023-06-23-agent/) — LLM agents require 10x more compute than simple chatbots due to iterative tool calls and planning. - [Fastio Pricing](https://fast.io/pricing) — Fastio Business Trial: 14-day trial with usage-based credits requiring a credit card. - [Fastio MCP Guide](https://mcp.fast.io/skill.md) — Fastio offers a consolidated toolset. - [Replicate Pricing](https://replicate.com/pricing) — Replicate $10 credit 1-5s cold start A100 (80GB) GPU at $5.04/hr. - [Modal Pricing](https://modal.com/pricing) — Modal H100 GPU $0.001097/sec (~$3.95/hr). - [RunPod Pricing](https://www.runpod.io/pricing) — RunPod Credits <200ms cold start H100 ~$0.0014/sec. - [Fal.ai Pricing](https://fal.ai/pricing) — Fal.ai Trial <2s H100 $0.0005/sec ($1.89/hr). - [Baseten Pricing](https://www.baseten.co/pricing) — Baseten Credits 100-500ms cold start A100 $0.066/min (~$4/hr). - [Together.ai Pricing](https://www.together.ai/pricing) — Together.ai Trial <1s Llama 70B $0.88/M tokens. - [Fireworks.ai Pricing](https://fireworks.ai/pricing) — Fireworks.ai >16B models $0.90/1M output tokens. - [Modal Pricing](https://modal.com/pricing) — Modal offers $30/month free credits. - [Industry benchmarks (aggregated)](https://modal.com/pricing) — Cold start benchmarks under 2 seconds for production agents. - [Competitive analysis](https://replicate.com/pricing) — 70B model pricing targets under $1/M output tokens. - [Replicate Pricing](https://replicate.com/pricing) — Replicate T4 GPU $0.81/hr. - [Fireworks.ai](https://fireworks.ai/pricing) — Fireworks.ai sub-100ms cold starts. - [Fastio Pricing](https://fast.io/pricing) — Fastio 14-day Business Trial. - [Fastio Editorial](https://fast.io/product/ai/) — This review covers 8 options with perf metrics, pricing, and features like persistent workspaces and MCP support. - [Fireworks.ai Pricing](https://fireworks.ai/pricing) — Fireworks offers a free credit tier with pricing near $0.90 per million output tokens. - [Fireworks.ai Pricing](https://fireworks.ai/pricing) — Fireworks low-latency chains pricing around $0.90 and no built-in persistence. - [Fastio](https://fast.io/storage-for-agents/) — Fastio offers intelligent workspaces for LLM agents, including a consolidated toolset via Streamable HTTP and SSE, built-in RAG, and persistent file storage. - [Fastio Pricing](https://fast.io/pricing) — Fastio pricing includes a 14-day Business Trial, with paid plans starting at $29 per month. - [Replicate Pricing](https://replicate.com/pricing) — Replicate pricing includes pay-per-second GPUs with A100 options around $5 per hour. - [RunPod Pricing](https://www.runpod.io/pricing) — RunPod supports pre-warmed GPU options with pricing around 0.0014 per second. - [Fireworks.ai](https://fireworks.ai/pricing) — Fireworks can deliver sub-100ms cold starts and promotes large speedups over baseline vLLM. - [Lilian Weng](https://lilianweng.github.io/posts/2023-06-23-agent/) — LLM agents often require 5-10x more compute than simple chatbots due to planning, tool use, and reflection loops. - [Fastio](https://fast.io/storage-for-agents/) — Fastio offers a consolidated MCP toolset over HTTP and SSE transports. - [Fastio Pricing](https://fast.io/pricing) — Fastio provides a 14-day Business Trial while other providers commonly use credit-based trial tiers like Replicate. ## About Fast.io Fast.io provides shared workspaces where people and AI agents work on the same files, with built-in semantic search and citation-backed chat over what they hold. Agents reach it through a remote MCP server at https://mcp.fast.io/mcp, a REST API at https://api.fast.io/current/, and a command line client published on npm as @vividengine/fastio-cli.