HTTP vs. WebSockets vs. gRPC for AI model inference

The tradeoffs of using HTTP, WebSockets or gRPC for AI model inference

HTTP vs. WebSockets vs. gRPC for AI model inference
TL;DR

HTTP is best for simple, reliable request-response interactions with maximum compatibility; WebSockets excel at real-time, bidirectional communication for interactive applications; and gRPC is ideal for high-performance service-to-service communication with strong type safety and schema validation.

When building applications, one of the most fundamental decisions you'll make is how your client and server will communicate. HTTP, WebSockets, and gRPC are all communication protocols that connect clients and servers in different ways, introducing trade-offs depending on the needs of your application. In this article, we’ll go over the pros and cons of each and help you decide which protocol is best for your use case.

What is HTTP, and when should you use it?

HTTP (Hypertext Transfer Protocol) is the request-response protocol that powers the web as we know it. When you visit a website, your browser sends an HTTP request to a server, which processes that request and sends back a response. Once the response is delivered, the connection typically closes, and the interaction is complete. 

Think of HTTP like sending and receiving mail. You write a letter with all the information needed to understand a request, send it off, and wait for a response. In this case, each letter is self-contained — it doesn't rely on previous correspondence to make sense.

You would choose HTTP to invoke your models when you need reliability and simplicity. Because each request contains all the context needed to process it, HTTP applications are incredibly resilient. If one server crashes, another can pick up the next request without missing a beat. This stateless nature also makes HTTP perfect for caching responses, which can dramatically improve performance for content that doesn't change frequently. 

The protocol also plays well with existing internet infrastructure. Proxies, load balancers, CDNs, and firewalls all understand HTTP intimately, making it the safest choice when you need maximum compatibility. 

websocket connection vs. HTTP connectionwebsocket connection vs. HTTP connection

What are WebSockets, and when should you use them?

WebSockets represent a completely different approach to client-server communication. Instead of the request-response pattern, WebSockets establish a persistent, bidirectional, full-duplex connection between client and server.

You would choose WebSockets when you need real-time, bidirectional communication. Any real-time application benefits from WebSockets and can help interactive AI applications feel more humanlike. For example, if you interact with a voice AI application, WebSockets can help make them feel more natural, since waiting too long for responses can make the interaction feel stilted.

However, the advantages of WebSockets come with some tradeoffs. If a WebSocket connection drops, both client and server lose their shared state. Unlike HTTP, where you can simply retry a failed request, recovering from a broken WebSocket connection often requires rebuilding the context from scratch. This makes WebSocket applications more complex to implement robustly. 

gRPC connectiongRPC connection

What is gRPC, and when should you use it?

gRPC (Google Remote Procedure Call) is a high-performance, open-source framework that enables efficient communication between distributed services. It was originally developed by Google and is now maintained by the Cloud Native Computing Foundation (CNCF). 

gRPC uses Protocol Buffers (Protobuf) for defining APIs, which gives you schema validation and great type safety. This can be beneficial for microservices as well as large-scale systems. 

gRPC is built on HTTP/2 and has bidirectional streaming and built-in transport layer security (TLS). HTTP/2 allows multiplexing and lower latency than HTTP/1.1. 

Choosing between HTTP, WebSockets, and gRPC for your application

HTTP excels in scenarios where you have clear, discrete interactions. The protocol also plays well with existing internet infrastructure. Proxies, load balancers, CDNs, and firewalls all understand HTTP intimately, making it the safest choice when you need maximum compatibility. WebSockets are best for any real-time applications gRPC shines in high-performance, service-to-service communication with a focus on type safety.

Subscribe to our newsletter

Stay up to date on model performance, GPUs, and more.