Run LangChain at 85% Lower Cost
Host LangChain on reliable, dedicated virtual servers with root access, daily billing, and unlimited bandwidth.


Built for LangChain agent hosting
Fluence provides what you need to run LangChain AI agents
reliably to stay online, remember context, schedule work,
and connect to the model provider you choose.
Use root access, SSH, Docker, OS images, and open ports for your agent runtime.
Flexible model stack
Connect LangChain to external model APIs, tools, databases, and observability services.
Start from $9 per month
Keep infrastructure lean with daily billing and outbound traffic included.
One architecture for LangChain AI agents
Keep LangChain agents cost-efficient by hosting the backend on a persistent Fluence Virtual Server while model execution, tools, and observability stay separate.

LangChain on Virtual Servers
LangChain backend, LangServe API, Docker runtime, webhook handlers, and background workers run on Fluence.
Connects externally
Connect LangChain to model APIs, tool APIs, LangSmith, application backends, Postgres, Redis, and other workload-specific services.


Choose a provider, region, OS image, SSH key, storage, and public IPv4 address.

Install Docker, package your app, and expose it with LangServe.

Add model keys, tool APIs, databases, and monitoring as needed.
Keep LangChain agents running on dedicated Virtual Servers at a lower benchmark cost than traditional cloud providers, with daily billing, zero egress fees, and unlimited bandwidth included.
Inference costs rise when GPU hours, idle capacity, and data movement stack up. Use your current Fluence marketplace rate and cloud bill values to estimate monthly spend and savings.
Lower always-on hosting costs
Transparent, predictable daily billing
Note: Calculator estimates reflect only the Virtual Server layer used for LangChain hosting.

Compare LangChain hosting on Fluence with traditional VPS providers across cost, bandwidth, runtime control, operations, and production planning.

What you can build with LangChain on Fluence
Real-time model serving
Expose your agent as a REST API for products, backends, or internal tools.
Useful integrations or components: LangChain, LangServe, Docker, model APIs
Tool-calling agents
Run agents that call external APIs and return structured outputs.
Useful integrations or components: LangChain tools, webhooks, external APIs
Workflow backends
Host longer-running agent services with optional state and background workers.
Useful integrations or components: LangChain, LangGraph, Postgres, Redis
Observable prototypes
Deploy, test, trace, and improve agent behavior before scaling further.
Useful integrations or components: LangServe, LangSmith, Docker, Fluence API

Top-tier hardware at best-in-class locations
Find the nearest and most cost-efficient CPU and GPU resources your agents need
from top-tier providers across the globe, unified in one console.
FAQ
Run LangChain at up to 85% lower cost
Run your LangChain backend on Fluence and
connect the model stack you already use.
