Inference

Run open-weight models at scale - faster, cheaper, and without infrastructure headaches.

Build with the best open-weight models using kluster.ai’s high-speed, serverless inference layer. Whether you’re shipping chat apps, vision tools, coding copilots, or agentic workflows, you can run everything through a simple API call that scales as you grow.

Inference isn’t one size fits all.

Inference
isn’t one size fits all.

Real-time

Ultra-low-latency for live products, chatbots, and user-facing apps

Batch

Cost-effective for high-volume, asynchronous jobs and background processing

Powered by Adaptive Inference, our platform automatically adjusts for your workload, optimizing for throughput, accuracy, cost, and privacy.

Real-time

Batch

from openai import OpenAI
# OpenAI compatible API
client = OpenAI(
base_url="https://api.kluster.ai/v1",
api_key="my_klusterai_api_key"
)
response = client.chat.completions.create(
model="meta-llama/Llama-4-Maverick-17B-128E-Instruct-FP8",
    messages=[
        {
            "role": "user",
            "content": "Provide an analysis of market trends in AI."
        }
    ]
)
print(response.choices[0].message.content)

Real-time

Batch

from openai import OpenAI
# OpenAI compatible API
client = OpenAI(
base_url="https://api.kluster.ai/v1",
api_key="my_klusterai_api_key"
)
response = client.chat.completions.create(
model="meta-llama/Llama-4-Maverick-17B-128E-Instruct-FP8",
    messages=[
        {
            "role": "user",
            "content": "Provide an analysis of market trends in AI."
        }
    ]
)
print(response.choices[0].message.content)

Real-time

Batch

from openai import OpenAI
# OpenAI compatible API
client = OpenAI(
base_url="https://api.kluster.ai/v1",
api_key="my_klusterai_api_key"
)
response = client.chat.completions.create(
model="meta-llama/Llama-4-Maverick-17B-128E-Instruct-FP8",
    messages=[
        {
            "role": "user",
            "content": "Provide an analysis of market trends in AI."
        }
    ]
)
print(response.choices[0].message.content)

Speed that scales

We’ve tuned our stack to be one of the fastest inference layers available today, often outperforming vLLM and vendor-native APIs. Cold starts are nearly eliminated, and you never wait on capacity.

Transparent pricing

Token-based pricing that scales with your usage, not your infrastructure bill.

Built for builders

Call any model with a few lines of code. All endpoints are OpenAI-compatible, so migrating is fast and painless.

Developer-first by design

-OpenAI compatible

endpoints

-Works with

-Built-in support for RAG &

agents

Get started