LLM Cost Optimizer

Frequently Asked Questions

Everything you need to know about LLM Cost Optimizer

General

What is LLM Cost Optimizer?

A toolkit that helps you reduce AI API costs by 60-90% through intelligent model selection and protects sensitive data with automatic anonymization. Includes CLI tool, API server, and Python library.

How much can I save?

Most customers save 60-90% on LLM API costs. For example, using GPT-4o-mini instead of GPT-4 for suitable tasks can reduce costs by 97% while maintaining similar quality.

Does this work with my existing code?

Yes! Our Python library provides drop-in replacements for OpenAI and Anthropic clients. Change one import line and your code automatically uses optimized model selection.

Licensing

What's the difference between Individual and Pro Individual?

Individual (£119) is for personal/non-commercial use only. Pro Individual (£179) includes full commercial use rights and priority support. Both are one-time payments.

Can I share my Team license?

Yes! Team licenses include a single shared license key that can be used by up to 10 developers in your organization. Everyone on your team activates using the same key.

How does unlimited seats work for Business plan?

Business plan includes a single license key that can be used by any number of developers in your organization. Share it internally via wiki, Discord, or email.

Do I need to renew my license?

No! All licenses are one-time purchases with lifetime access to v1.x updates. No recurring fees or subscriptions.

Can I upgrade my license later?

Yes. Contact us at luigi@rondanini.net and we'll provide an upgrade path with credit for your existing license.

Technical

Which LLM providers are supported?

Currently supports OpenAI (GPT-4, GPT-4o, GPT-3.5, etc.) and Anthropic (Claude). You can also add custom providers by defining model configurations.

Does this work offline?

The CLI and Python library work offline for optimization calculations. However, license activation and LLM API calls require internet connectivity.

What platforms are supported?

Windows, macOS, and Linux. We provide auto-installers for all platforms. Python 3.9+ required.

Can I use this in CI/CD pipelines?

Yes! The CLI outputs JSON and supports stdin/stdout, making it perfect for automated workflows and CI/CD integration.

Is the API server production-ready?

Yes. Built on FastAPI with horizontal scaling support. Deploy on your infrastructure with full data control.

Privacy & Security

Where is my data processed?

All processing happens locally on your machine or in your VPC. We never see your data. The tool runs entirely on your infrastructure.

Do you collect usage telemetry?

No. Zero telemetry. The tool doesn't phone home or track usage. Your data and usage patterns are completely private.

How does anonymization work?

Uses regex patterns to detect PII (emails, phones, IPs) and replaces them with tokens like [EMAIL_1], [PHONE_1]. You can reverse the mapping after LLM processing. Try our interactive demo to see it in action: /demo/anonymization

Is this GDPR compliant?

The tool helps you achieve GDPR compliance by anonymizing personal data before sending to LLMs. All data processing happens in your environment, giving you full control over compliance.

Support

What support is included?

Individual: Email support (48h), Pro: Priority email (24h), Team: Email + Discord (12h), Business: Email + Phone + Discord with 4-hour SLA.

Can I get help with integration?

Team plan includes assisted onboarding. Business plan includes a 2-hour workshop and 4 hours of integration assistance.

Do you offer custom development?

Business plan customers can request custom features which we'll consider for development. Custom development projects are quoted separately.

What if I need enterprise features?

Contact us at luigi@rondanini.net to discuss custom solutions, dedicated support, or infrastructure requirements for your organization.

Purchasing

What payment methods do you accept?

We accept all major credit cards (Visa, Mastercard, Amex) via Stripe. Invoices available for Team and Business plans.

Can I get an invoice for my company?

Yes! You'll receive a detailed invoice automatically after purchase. VAT/Tax added if applicable based on location.

What's your refund policy?

30-day money-back guarantee. If you're not satisfied for any reason, contact us for a full refund. No questions asked.

Do you offer discounts for education?

Yes! Students and educators get 50% off Individual/Pro licenses. Contact us with your .edu email for a discount code.

Can I try before buying?

Yes! Try our live anonymization demo at /demo/anonymization to see PII detection in action. You can also check out the documentation, example projects, and tutorials. For Team/Business plans, we offer personalized demos - contact us.

Still have questions?

We're here to help! Get in touch with our team.