The short answer
A charge from GROQ* AI INFERENCE corresponds to Language Processing Unit (LPU) ultra-low latency AI inference, token consumption, or enterprise API tier subscriptions from Groq, Inc.
Why it shows up like this
A line item showing GROQ* AI INFERENCE on your card statement points to Groq, Inc., an artificial intelligence hardware and infrastructure provider. Groq operates the Groq LPU Real-Time AI Inference Engine, a specialized chip architecture built to process open language models such as Llama and Gemma at high speeds. When software engineers or tech companies connect voice agents or backend search tools to GroqCloud, their usage generates computing charges based on millions of input and output tokens consumed.
This charge appears because an account linked to your payment card exceeded free developer tier limits or ran on-demand production workloads. Similar to alternative model hosting platforms like Together AI or Fireworks AI, billing occurs monthly or whenever usage hits a preset billing threshold. Even if you did not log into the platform personally, a developer on your team may have provisioned an API key or an automated script triggered unexpected API volume during testing.
To review or manage these costs, log into console.groq.com and navigate to the billing section under your organization settings. Here you can inspect token consumption metrics and download itemized invoices. You can also revoke active API keys to stop further usage immediately. If no one in your household or business authorized this account, contact your card issuer to dispute the unauthorized charge and request a replacement card.
Don’t recognize it? Common scenarios
- A developer integrated Groq's low-latency API into a voice agent, conversational chatbot, or RAG application.
- An ongoing monthly on-demand usage invoice processed on the registered credit card.
- Usage exceeded free developer tier rate limits, requiring paid on-demand tier billing.
How to locate the invoice and cancel
- Log in to GroqCloud Console Open console.groq.com and sign in with your email or Google account.
- Inspect Billing & Usage review to Settings > Billing to view token consumption metrics and download Stripe receipts.
- Revoke API Keys or Remove Card Revoke active API keys or remove your payment method to stop future token billing.
Frequently Asked Questions
What makes Groq LPU inference different?
Groq's custom LPU hardware executes transformer models with deterministic speed, generating hundreds of tokens per second for real-time applications.
Can I receive a refund from Groq?
Consumed API tokens are non-refundable. Revoking API keys halts further charges immediately.
Dispute Rights & Fraud Prevention
If you suspect fraudulent activity, federal law under the Fair Credit Billing Act protects you from unauthorized credit card charges when reported promptly. Contact your bank to freeze the card and file a billing inquiry while alerting Groq support to suspend the compromised account.
Independent reference — not affiliated with Groq, Inc.. Billing names and policies change; verify with the merchant or your bank before acting.
Verified sources
Every claim on this page is checked against official sources — open them to confirm before you call your bank.
- GroqCloud Pricing & Token Rate Cards https://groq.com
- CFPB: Disputing Unrecognized Charges https://www.consumerfinance.gov
Reviewed Aug 15, 2026 · high · About UnknownCharges