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Systems Operational · v2.4
Groq

Groq

Fast AI inference API for low-latency LLM apps, agents, and chatbots.

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At a Glance
Website
groq.com
Category
Developer Tools
Ideal For
Developer, Founder
Platforms
Web, API
Added
March 2, 2026
Pricing
Freemium
Last Verified
September 2, 2026
Groq screenshot

What is Groq?

TL;DR

Groq provides fast AI inference infrastructure and APIs for running language and multimodal models with low latency, aimed at developers building production AI applications, agents, and responsive experiences.

  • Run supported LLMs through fast GroqCloud inference APIs
  • Use OpenAI-compatible endpoints for easier model integration
  • Control spend with token pricing, billing tools, and spend limits

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About

Groq is an AI inference platform focused on very fast LLM serving through GroqCloud. Developers use it to run supported open and proprietary models through an OpenAI-compatible API, making it useful for chatbots, agents, voice apps, coding tools, routing layers, and other latency-sensitive AI applications. For FutureStack users, Groq is useful when speed is the deciding factor. Founders and developers building real-time assistants, customer support bots, agent workflows, or interactive AI features can use Groq to reduce wait time and make AI interactions feel more immediate. The platform includes hosted model APIs, OpenAI-compatible endpoints, supported model docs, token-based pricing, batch processing, compound systems, spend limits, billing tools, and enterprise access. Groq also highlights batch processing for large-scale asynchronous workloads at lower cost than standard requests. Groq is not a complete AI product builder by itself. Teams still need to choose the right model, manage prompts, evaluate output quality, monitor token spend, handle safety, and design fallbacks if a model or developer plan has limits. It is best treated as high-speed inference infrastructure inside a broader AI stack.

Use Cases

Low-latency Inference

Run supported language and multimodal models through fast inference APIs for responsive applications.

AI Application APIs

Integrate model inference into production applications without managing model-serving infrastructure yourself.

Agent Infrastructure

Power agent and tool workflows that benefit from fast model responses and high-throughput inference.

Model Experimentation

Evaluate supported open models and choose inference options for latency-sensitive AI workloads.

Key Features

  • Run supported LLMs through fast GroqCloud inference APIs
  • Use OpenAI-compatible endpoints for easier model integration
  • Control spend with token pricing, billing tools, and spend limits
  • Use batch processing for large asynchronous workloads at lower cost

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Pricing summary

Groq pricing is token-based by model. The checked pricing page lists Qwen 3.6 27B at $0.60 per 1M input tokens and $3.00 per 1M output tokens, with batch processing available at lower cost.

Pricing & Plans

Free Tier

Try supported GroqCloud models

Free
  • Access to supported models
  • OpenAI-compatible API
  • Developer experimentation
  • Rate limits apply
Popular

On-demand Inference

Token pricing by selected model

$0.60/month
  • Qwen 3.6 27B listed at $0.60 per 1M input tokens
  • $3.00 per 1M output tokens for the same listed model
  • Transparent model pricing
  • Spend limits available

Batch API

Lower-cost asynchronous workloads

$0.30/month
  • Up to 50 percent lower cost for batch workloads
  • 24-hour to 7-day processing window
  • No impact to standard rate limits
  • Best for large asynchronous jobs

Other pricing notes

  • Groq model pricing varies by model and may change as supported models evolve.
  • Batch processing can reduce cost for asynchronous workloads, but it is not suited to real-time calls.
  • Pricing was checked against Groq official pricing and billing documentation on 2026-07-21.
Pricing last checked: July 2026Official pricing

Pros & Cons

Pros

  • Very strong fit for low-latency AI applications
  • OpenAI-compatible API makes migration easier
  • Transparent per-token pricing by model
  • Batch API can reduce cost for async workloads
  • Useful for agents, chatbots, and voice workflows

Cons

  • Model selection is limited to supported GroqCloud models
  • Token spend still needs active monitoring
  • Fast inference does not guarantee best model quality
  • Some advanced needs may require enterprise contact
  • Apps still need fallback and evaluation workflows

The Best Groq Alternatives

The best Groq alternatives are Together AI, OpenAI API, and Replicate.

Together AI

Together AI

Freemium

Developer Tools

Choose Together AI if...

  • ✓you prefer production AI infrastructure teams
  • ✓you need broad model coverage across text, image, audio, and video
  • ✓you prefer supports both serverless and dedicated deployment paths
See details ↓
OpenAI API

OpenAI API

Paid

Developer Tools

Choose OpenAI API if...

  • ✓you want broad multimodal model ecosystem
  • ✓you need strong developer documentation and SDKs
  • ✓you prefer large production ecosystem
See details ↓
Replicate

Replicate

Paid

Developer Tools

Choose Replicate if...

  • ✓you want simple API for AI models
  • ✓you want image, video, and ML features
  • ✓you prefer avoids direct GPU management
See details ↓

Frequently Asked Questions

Reviews

Honest feedback from the FutureStack community.

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Wispr Flow
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Trending Tools on FutureStack

Discover the most popular and hand-picked AI tools across FutureStack

CommandCode
CommandCode

CommandCode

Paid

Coding

Choose CommandCode if...

  • ✓you prefer developers who prefer terminal workflows
  • ✓you need learns repeated coding preferences over time
  • ✓you prefer supports skills, memory, MCP, plugins, and commands
See details ↓
SambaNova Cloud
SambaNova Cloud

SambaNova Cloud

Freemium

Developer Tools

Choose SambaNova Cloud if...

  • ✓you want strong open-model selection
  • ✓you need usage-based pricing by model and token
  • ✓you prefer designed for production inference workloads
See details ↓
Google Flow
Google Flow

Google Flow

Freemium

Video Generation

Choose Google Flow if...

  • ✓you want strong filmmaking-oriented workflow
  • ✓you need uses multiple Google generative models
  • ✓you prefer supports reference-driven consistency
See details ↓
Amp
Amp

Amp

Paid

Coding

Choose Amp if...

  • ✓you want strong for complex multi-step engineering work
  • ✓you need remote agents can continue without your laptop
  • ✓you prefer specialist agents enable parallel workflows
See details ↓
IBM Bob
IBM Bob

IBM Bob

Paid

Coding

Choose IBM Bob if...

  • ✓you prefer enterprise software development
  • ✓you need supports agents and parallel development work
  • ✓you prefer works across IDE, CLI, and CI/CD workflows
See details ↓
Humanloop
Humanloop

Humanloop

Free Trial

Developer Tools

Choose Humanloop if...

  • ✓you want combines prompt management, evals, and observability
  • ✓you need supports both UI-first and code-first workflows
  • ✓you prefer human and automated evaluation options
See details ↓
LiteAi.me
LiteAi.me

LiteAi.me

Freemium

Developer Tools

Choose LiteAi.me if...

  • ✓you want very low setup barrier for beginners
  • ✓you value students and classroom projects
  • ✓you prefer combines web publishing and Android packaging
See details ↓
Scribe
Scribe

Scribe

Freemium

Productivity

Choose Scribe if...

  • ✓you want turns real workflows into documentation much faster than writing guides manually
  • ✓you prefer SOPs, onboarding, training, customer education, and client handoffs
  • ✓you prefer supports web, desktop, and mobile process capture on paid plans
See details ↓
Cursor
Cursor

Cursor

Freemium

Coding

Choose Cursor if...

  • ✓you want combines editing, chat, autocomplete, and agents
  • ✓you need strong project-context awareness
  • ✓you value founders shipping quickly
See details ↓
OpenWork
OpenWork

OpenWork

Freemium

Developer Tools

Choose OpenWork if...

  • ✓you want open source and local-first
  • ✓you need supports many model providers
  • ✓you prefer useful beyond coding and chat
See details ↓
Groq

Groq

Developer Tools

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