AI inference at a fraction of the cost.

Inferno serves your models on blazing-fast infrastructure. Sub-second latency, effortless scaling, and pricing that doesnt burn your budget.

brown and grey trees and rock formation painting

Trusted by engineering teams at

Inferno Gateway

One API for every frontier model

Call Claude, GPT, Gemini, and Grok through one OpenAI-compatible endpoint — for a fraction of provider pricing. Inferno handles routing, failover, and observability so your inference stays reliable under real traffic.

99.99% uptime with automatic failover

Smart routing to the cheapest healthy model

Every frontier model — Claude, GPT, Gemini, Grok

request log

● live

POST /v1/chat · claude-opus-5

92ms · 200

POST /v1/chat · gpt-5.6-sol

418ms · 200

POST /v1/chat · gemini-3-pro

31ms · 200

POST /v1/chat · grok-4.5

67ms · 200

uptime 99.99%

1.2M req / min

api.inferno.ai

$ curl https://api.inferno.ai/v1/chat

-d ‘{ model: llama-4-70b, stream: true }’

✓ 200 OK · TTFT 84ms · 128 tok/s

Streaming tokens from the nearest GPU cluster. Autoscaled to 3 replicas for burst traffic.

us-east · h100 x8

$0.0004 / 1K tokens

///

Inferno Hosting

Host your own models on GPUs

Deploy open-source or fine-tuned models on dedicated and serverless GPU endpoints. Autoscaling, streaming, and sub-second responses at any scale.

Low Latency

Optimized kernels and smart routing for sub-second responses

Low Latency

Optimized kernels and smart routing for sub-second responses

Autoscaling

Scale from zero to thousands of GPUs on demand

Autoscaling

Scale from zero to thousands of GPUs on demand

Open & Custom Models

Serve Llama, Mistral, Flux, or your own fine-tuned weights

Open & Custom Models

Serve Llama, Mistral, Flux, or your own fine-tuned weights

Usage Pricing

Pay per token with no idle costs or hidden fees

Usage Pricing

Pay per token with no idle costs or hidden fees

Inferno Cloud

Deploy anywhere. Infer faster.

Inferno is your inference platform for cloud and edge. Dedicated endpoints, streaming responses, and autonomous scaling.

Streaming

Dedicated Endpoints

Edge Deployments

deployments

14 regions

us-east-1 · dedicated

● healthy

eu-west-2 · edge

● healthy

ap-southeast-1 · edge

● scaling

p50 latency 92ms

autoscaling on

Inferno Playground

Test without leaving your browser

Inferno ships with a built-in playground so you can prompt models, compare outputs, and tune parameters live. All inside your dashboard.

Live Playground

Send prompts and see streamed responses render instantly in your browser.

Compare Anything

Run the same prompt across multiple models to compare quality and speed.

Isolated Endpoints

Every deployment gets its own dedicated endpoint. Keys, and usage stay scoped.

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Inferno Platform

Complete inference workspace

A complete inference platform combining model serving, GPU orchestration, monitoring, and multi-region deployment.

Automatic request routing

Every request is automatically routed to the nearest region, cutting latency without any manual configuration.

Automatic request routing

Every request is automatically routed to the nearest region, cutting latency without any manual configuration.

Demand-based auto scaling

Capacity scales up and down automatically based on real-time demand, so you never pay for idle resources.

Demand-based auto scaling

Capacity scales up and down automatically based on real-time demand, so you never pay for idle resources.

Usage-focused observability

Get monitoring built around your own usage patterns, surfacing what matters most to your workload.

Usage-focused observability

Get monitoring built around your own usage patterns, surfacing what matters most to your workload.

///

Success Stories

Proven in production

Real teams, real workloads, real gains after moving inference onto Inferno.

99.99%

Uptime with failover

“For the first time in years, I wasn’t the one getting paged at 3am.”

Marcus Delgado

VP of Machine Learning

67%

Lower cost Per 1M tokens

“I kept checking the dashboard waiting for something to break. It never did.”

Ananya Iyer

Leads Platform Engineering

“Swapping between models used to mean a rewrite. On Inferno it’s a one-line change.”

Camille Dubois

Staff Engineer

Faster to add a new model

“We cut our inference bill by two-thirds and never touched our client code.”

Daniel Okafor

Head of Infrastructure

90%

Off cached input

Updates

Latest platform updates

A concise rollout log of new infrastructure, routing, and developer experience improvements shipping across Inferno.

Q4’26

Private Networking

Keep inference traffic inside your VPC with managed private endpoint support.

Q4’26

Cache Purge

Clear stale responses instantly and force fresh inference on the next request.

Q3’26

Prompt Cache

Reuse repeated responses automatically to lower latency and reduce token spend.

Q3’26

Smart Routing

Send requests to the fastest healthy region without changing client-side code.

Q2’26

Usage Guardrails

Apply per-key quotas, concurrency caps, and safety thresholds from one control layer.

Q2’26

Benchmark Runs

Compare latency, throughput, and cost across regions before promoting a model live.

Q1’26

Dedicated Deployments

Launch isolated model endpoints with reserved capacity and cleaner environment controls.

Q1’26

Autoscale Policies

Set traffic-aware replica rules that expand during spikes and settle after demand drops.

Compatible

Drop into any stack

Drop into any stack

Inferno speaks the OpenAI API. Point your existing SDK at our endpoint and every model just works — no rewrites, no new libraries.

Inferno speaks the OpenAI API. Point your existing SDK at our endpoint and every model just works — no rewrites, no new libraries.

OpenAI SDK

Anthropic SDK

LangChain

Vercel AI SDK

Cursor

Python

TypeScript

Node.js

Features

Deploy, Scale, Infer

Deploy, Scale, Infer

A unified platform for deploying models, scaling GPU capacity, and shipping inference faster with full observability.

A unified platform for deploying models, scaling GPU capacity, and shipping inference faster with full observability.

Multi-Region

Deploy endpoints across regions and route traffic to the fastest cluster automatically.

Multi-Region

Deploy endpoints across regions and route traffic to the fastest cluster automatically.

Any Framework

Serve models from vLLM, TensorRT, or your own custom inference stack.

Any Framework

Serve models from vLLM, TensorRT, or your own custom inference stack.

Cost Forecasting

See projected spend before you deploy, based on expected traffic and model size.

Cost Forecasting

See projected spend before you deploy, based on expected traffic and model size.

Output Monitoring

Catch latency spikes, error rates, and quality regressions before they reach users.

Output Monitoring

Catch latency spikes, error rates, and quality regressions before they reach users.

Batch Inference

Process large offline workloads efficiently without paying for idle GPU time.

Batch Inference

Process large offline workloads efficiently without paying for idle GPU time.

Fast Mode

Prioritize latency-sensitive requests while keeping throughput high under load.

Fast Mode

Prioritize latency-sensitive requests while keeping throughput high under load.

Metrics

You’re overpaying for AI inference

Teams on Inferno run the same models for a fraction of the price, with smart routing and automatic failover that scale with them.

2M+

Requests served daily

100B+

Tokens processed

100+

Models available

99.99%

Uptime SLA

99.99%

Uptime SLA

Models

All the latest models and tools

Switch between leading AI models and connect to the tools that power your workflow.

  • minimax
  • z.ai
  • stripe

Testimonials

Trusted by 300+ people

“We're across four providers now and the team stopped caring which one. It's just one endpoint to them.”

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Elena Rossi

Head of AI, Luminai

“We're across four providers now and the team stopped caring which one. It's just one endpoint to them.”

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Elena Rossi

Head of AI, Luminai

“Trying a new model used to eat an afternoon. Now it's a one-line change, so we actually do it.”

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Theo Almeida

Staff Engineer, Hex Technologies

“Trying a new model used to eat an afternoon. Now it's a one-line change, so we actually do it.”

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Theo Almeida

Staff Engineer, Hex Technologies

“We came for the lower bill and it's about a third now. The migration was way less painful than I'd braced for.”

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Naomi Feldman

CTO, Writer.com

“We came for the lower bill and it's about a third now. The migration was way less painful than I'd braced for.”

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Naomi Feldman

CTO, Writer.com

“We've had a couple of provider hiccups since we moved and honestly didn't notice. It just rerouted.”

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Julian Thorne

Head of Product, EvenUp

“We've had a couple of provider hiccups since we moved and honestly didn't notice. It just rerouted.”

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Julian Thorne

Head of Product, EvenUp

“The usage breakdown is the part I didn't expect to like. I finally know where our spend actually goes.”

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Diego Salazar

Data Lead, Restaurant365

“The usage breakdown is the part I didn't expect to like. I finally know where our spend actually goes.”

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Diego Salazar

Data Lead, Restaurant365

“Setting a separate budget per team took a recurring headache off my plate.”

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Erin Kovac

VP of Engineering, Housecall Pro

“Setting a separate budget per team took a recurring headache off my plate.”

heashot image

Erin Kovac

VP of Engineering, Housecall Pro

Pricing

Pricing plans

No hidden fees. No complicated calculations. Just clear, transparent pricing that grows with you.

Monthly

Yearly

-20%

Starter

For prototyping and side projects

Free

WHAT’S INCLUDED

Model-dependent token pricing

Open-model rates by input + output

Small and mid-size open-source models

Llama, Mistral, Qwen class

5 requests / second

Standard latency, shared GPU pool

Best for hobby projects

MVPs and early API testing

Community support

Discord plus 7-day usage logs

Growth

For teams shipping to production

$

99

/mo

WHAT’S INCLUDED

Discounted model-based rates

Lower input + output token costs

Flagship + open-source models

GPT, Claude, Gemini-class access

50 requests / second

Prompt caching up to 90% off

Batch API

50% off non-real-time jobs

Email + chat support

24-hour SLA + analytics

POPULAR

Enterprise

For organizations that need scale and control

Custom

WHAT’S INCLUDED

Custom token rates

Committed volume tiers

Dedicated GPU capacity

Guaranteed throughput

Custom rate limits

Multi-region deployment options

Model routing engine

Route by cost and complexity

99.99% uptime SLA

Slack, engineer, compliance

Monthly

Yearly

-20%

Starter

For prototyping and side projects

Free

WHAT’S INCLUDED

Model-dependent token pricing

Open-model rates by input + output

Small and mid-size open-source models

Llama, Mistral, Qwen class

5 requests / second

Standard latency, shared GPU pool

Best for hobby projects

MVPs and early API testing

Community support

Discord plus 7-day usage logs

Growth

For teams shipping to production

$

99

/mo

WHAT’S INCLUDED

Discounted model-based rates

Lower input + output token costs

Flagship + open-source models

GPT, Claude, Gemini-class access

50 requests / second

Prompt caching up to 90% off

Batch API

50% off non-real-time jobs

Email + chat support

24-hour SLA + analytics

POPULAR

Enterprise

For organizations that need scale and control

Custom

WHAT’S INCLUDED

Custom token rates

Committed volume tiers

Dedicated GPU capacity

Guaranteed throughput

Custom rate limits

Multi-region deployment options

Model routing engine

Route by cost and complexity

99.99% uptime SLA

Slack, engineer, compliance

Monthly

Yearly

-20%

Starter

For prototyping and side projects

Free

WHAT’S INCLUDED

Model-dependent token pricing

Open-model rates by input + output

Small and mid-size open-source models

Llama, Mistral, Qwen class

5 requests / second

Standard latency, shared GPU pool

Best for hobby projects

MVPs and early API testing

Community support

Discord plus 7-day usage logs

Growth

For teams shipping to production

$

99

/mo

WHAT’S INCLUDED

Discounted model-based rates

Lower input + output token costs

Flagship + open-source models

GPT, Claude, Gemini-class access

50 requests / second

Prompt caching up to 90% off

Batch API

50% off non-real-time jobs

Email + chat support

24-hour SLA + analytics

POPULAR

Enterprise

For organizations that need scale and control

Custom

WHAT’S INCLUDED

Custom token rates

Committed volume tiers

Dedicated GPU capacity

Guaranteed throughput

Custom rate limits

Multi-region deployment options

Model routing engine

Route by cost and complexity

99.99% uptime SLA

Slack, engineer, compliance

Platform Pricing

Pay for exactly what you run

Transparent, usage-based rates across inference, compute, and model shaping. Pick a product to see its pricing.

Serverless Inference

Dedicated Inference

GPU Clusters

Sandbox

Managed Storage

Fine-Tuning

Serverless Inference

Most teams start with serverless inference and move to dedicated endpoints at scale. Price per 1M tokens.

Model

Input

Output

Claude Fable 5

$3.33 $10.00

$16.67 $50.00

Claude Opus 5

$1.67 $5.00

$8.33 $25.00

Claude Sonnet 5

$1.00 $3.00

$5.00 $15.00

Claude Haiku 4.5

$0.33 $1.00

$1.67 $5.00

GPT-5.6 Sol

$1.67 $5.00

$10.00 $30.00

GPT-5.6 Terra

$0.67 $2.00

$4.00 $12.00

GPT-5.6 Luna

$0.07 $0.20

$0.40 $1.20

Gemini 3.1 Pro

$0.67 $2.00

$4.00 $12.00

Gemini 3.5 Flash

$0.50 $1.50

$3.00 $9.00

Grok 4.5

$0.67 $2.00

$2.00 $6.00

Grok 4.3

$0.42 $1.25

$0.83 $2.50

DeepSeek V4 Pro

$1.74 · $0.20 cached

$3.48

MiniMax M3

$0.30 · $0.06 cached

$1.20

Kimi K2.7 Code

$0.95 · $0.19 cached

$4.00

GLM-5.2

$1.40 · $0.26 cached

$4.40

LFM2 24B A2B

$0.03

$0.12

DeepSeek V4-Flash

$0.14

$0.28

Serverless Inference

Dedicated Inference

GPU Clusters

Sandbox

Managed Storage

Fine-Tuning

Serverless Inference

Most teams start with serverless inference and move to dedicated endpoints at scale. Price per 1M tokens.

Model

Input

Output

Claude Fable 5

$3.33 $10.00

$16.67 $50.00

Claude Opus 5

$1.67 $5.00

$8.33 $25.00

Claude Sonnet 5

$1.00 $3.00

$5.00 $15.00

Claude Haiku 4.5

$0.33 $1.00

$1.67 $5.00

GPT-5.6 Sol

$1.67 $5.00

$10.00 $30.00

GPT-5.6 Terra

$0.67 $2.00

$4.00 $12.00

GPT-5.6 Luna

$0.07 $0.20

$0.40 $1.20

Gemini 3.1 Pro

$0.67 $2.00

$4.00 $12.00

Gemini 3.5 Flash

$0.50 $1.50

$3.00 $9.00

Grok 4.5

$0.67 $2.00

$2.00 $6.00

Grok 4.3

$0.42 $1.25

$0.83 $2.50

DeepSeek V4 Pro

$1.74 · $0.20 cached

$3.48

MiniMax M3

$0.30 · $0.06 cached

$1.20

Kimi K2.7 Code

$0.95 · $0.19 cached

$4.00

GLM-5.2

$1.40 · $0.26 cached

$4.40

LFM2 24B A2B

$0.03

$0.12

DeepSeek V4-Flash

$0.14

$0.28

Serverless Inference

Dedicated Inference

GPU Clusters

Sandbox

Managed Storage

Fine-Tuning

Serverless Inference

Most teams start with serverless inference and move to dedicated endpoints at scale. Price per 1M tokens.

Model

Input

Output

Claude Fable 5

$3.33 $10.00

$16.67 $50.00

Claude Opus 5

$1.67 $5.00

$8.33 $25.00

Claude Sonnet 5

$1.00 $3.00

$5.00 $15.00

Claude Haiku 4.5

$0.33 $1.00

$1.67 $5.00

GPT-5.6 Sol

$1.67 $5.00

$10.00 $30.00

GPT-5.6 Terra

$0.67 $2.00

$4.00 $12.00

GPT-5.6 Luna

$0.07 $0.20

$0.40 $1.20

Gemini 3.1 Pro

$0.67 $2.00

$4.00 $12.00

Gemini 3.5 Flash

$0.50 $1.50

$3.00 $9.00

Grok 4.5

$0.67 $2.00

$2.00 $6.00

Grok 4.3

$0.42 $1.25

$0.83 $2.50

DeepSeek V4 Pro

$1.74 · $0.20 cached

$3.48

MiniMax M3

$0.30 · $0.06 cached

$1.20

Kimi K2.7 Code

$0.95 · $0.19 cached

$4.00

GLM-5.2

$1.40 · $0.26 cached

$4.40

LFM2 24B A2B

$0.03

$0.12

DeepSeek V4-Flash

$0.14

$0.28

SAVINGS CALCULATOR

See exactly what you’d save.

Pick a model and drag the sliders. Compare what you’d pay on the provider’s own API versus on Inferno — the same models, a third of the price.

The same models, same tokens

A third of provider pricing

No idle costs or hidden fees

INFERNOMONTHLY ESTIMATE
Model
Input tokens · 10M$100.00
Output tokens · 5M$250.00
Provider subtotal$350.00
Inferno discount · 67%$233.33
Total on Inferno$116.67
Prices in USD, per 1M tokens. Inferno bills a third of provider list price.

Need help?

Frequently
asked questions

Simple answers about using Inferno for fast, reliable inference.

What is Inferno?

Inferno is an inference platform for running, monitoring, and scaling AI models in production.

Who is Inferno for?

Inferno is built for teams that need reliable model inference without managing complex infrastructure.

Which models can I use?

You can connect and run the models that fit your product, workflow, and performance needs.

Is my data secure?

Yes. Inferno is designed with secure data handling and production-ready controls from the start.

Can Inferno scale with my product?

Yes. Inferno helps you scale inference as usage grows, while keeping performance and operations manageable.

How does pricing work?

Pricing depends on your usage and plan. You can start small and scale as your inference needs grow.

How can I get support?

You can use the documentation and reach out to our team when you need help getting up and running.

Need help?

Frequently
asked questions

Simple answers about using Inferno for fast, reliable inference.

What is Inferno?

Inferno is an inference platform for running, monitoring, and scaling AI models in production.

Who is Inferno for?

Inferno is built for teams that need reliable model inference without managing complex infrastructure.

Which models can I use?

You can connect and run the models that fit your product, workflow, and performance needs.

Is my data secure?

Yes. Inferno is designed with secure data handling and production-ready controls from the start.

Can Inferno scale with my product?

Yes. Inferno helps you scale inference as usage grows, while keeping performance and operations manageable.

How does pricing work?

Pricing depends on your usage and plan. You can start small and scale as your inference needs grow.

How can I get support?

You can use the documentation and reach out to our team when you need help getting up and running.

Need help?

Frequently
asked questions

Simple answers about using Inferno for fast, reliable inference.

What is Inferno?

Inferno is an inference platform for running, monitoring, and scaling AI models in production.

Who is Inferno for?

Inferno is built for teams that need reliable model inference without managing complex infrastructure.

Which models can I use?

You can connect and run the models that fit your product, workflow, and performance needs.

Is my data secure?

Yes. Inferno is designed with secure data handling and production-ready controls from the start.

Can Inferno scale with my product?

Yes. Inferno helps you scale inference as usage grows, while keeping performance and operations manageable.

How does pricing work?

Pricing depends on your usage and plan. You can start small and scale as your inference needs grow.

How can I get support?

You can use the documentation and reach out to our team when you need help getting up and running.

Stop juggling AI providers

Join the teams running production inference on one fast, unified API.

Join the teams running production inference on one fast, unified API.

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