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Stop Overpaying for LLMs: One API, Every Provider, Lowest Cost

Nicolai Nielsen2 July 2026Watch on YouTube

Description

Inside my school and program, I teach you my system to become an AI engineer or freelancer. Life-time access, personal help by me and I will show you exactly how I went from below average student to making $250/hr. Join the High Earner AI Career Program here 👉 https://www.nicolai-nielsen.com/aicareer (PRICES WILL INCREASE SOON) You will also get access to all the technical courses inside the program, also the ones I plan to make in the future! Check out the technical courses below 👇 _____________________________________________________________ Auriko is a routing layer that puts one API in front of every major LLM provider and sends each request to the lowest effective cost. In this video I run it live, calling GPT, Claude, and Gemini through one API, with the real per provider pricing. I show the one line drop in, the cache aware routing layer, and budget controls for daily, weekly, or monthly spend. Then a real use case: a support ticket triage system that returns structured JSON and comes out about 3x cheaper on the same workload. Docs: https://docs.auriko.ai | How it works: https://www.auriko.ai/blog/cost-optimization If you enjoyed this video, be sure to press the 👍 button so that I know what content you guys like to see. _____________________________________________________________ 🛠️ Freelance Work: https://www.nicolai-nielsen.com/nncode _____________________________________________________________ 💻💰🛠️ High Earner AI Career Program: https://www.nicolai-nielsen.com/aicareer 📈 Investment Course: https://www.nicos-school.com/p/investment-course ⚙️ Real-world AI Technical Courses: (https://www.nicos-school.com) 📗 OpenCV GPU in Python: https://www.nicos-school.com/p/opencv-gpu-course 📕 YOLOv7 Object Detection: https://www.nicos-school.com/p/yolov7-custom-object-detection-with-deployment 📒 Transformer & Segmentation: https://www.nicos-school.com/p/transformer-and-segmentation-course 📙 YOLOv8 Object Tracking: https://www.nicos-school.com/p/yolov8-object-tracking-course 📘 Research Paper Implementation: https://www.nicos-school.com/p/research-paper-implementation 📔 CustomGPT: https://www.nicos-school.com/p/customgpt-course _____________________________________________________________ 📞 Connect with Me: 🌳 https://linktr.ee/nicolainielsen 🌍 My Website: https://www.nicolai-nielsen.com/ 🤖 GitHub: https://github.com/niconielsen32 👉 LinkedIn: https://www.linkedin.com/in/nicolaiai 🐦 X/Twitter: https://twitter.com/NielsenCV_AI 🌆 Instagram: https://www.instagram.com/nicolaicodes/ _____________________________________________________________ 🇦🇪 Want to move to Dubai and get Visa? - Book a free consultation: https://www.genzoneconsulting.com/meetings/schedule-session/nny _____________________________________________________________ 📷 My camera calibration software, CharuCo Boards, and Checker boards Link to webshop: https://camera-calibrator.com _____________________________________________________________ Timestamps: Tags:

What you'll learn

  • Auriko is a routing layer that puts one API in front of every major LLM provider and automatically sends requests to the lowest cost option.
  • You can call GPT, Claude, and Gemini through a single API with real per-provider pricing and real-time cost optimization.
  • Cache-aware routing and budget controls for daily, weekly, or monthly spend help you manage LLM costs more effectively.
  • A practical use case demonstrates that a support ticket triage system becomes approximately 3x cheaper with Auriko on the same workload.

Frequently asked questions

How does Auriko work and what does it add to my current LLM setup?
Auriko acts as a routing layer that gives you one API instead of separate integrations for each LLM provider. It then sends each request to the cheapest provider that meets your requirements, so you get the same output at lower cost.
Can I set budget limits with Auriko?
Yes, Auriko offers budget controls where you can set daily, weekly, or monthly spending limits, giving you better control over your LLM expenses.
What is cache-aware routing and why does it matter?
Cache-aware routing is a feature of Auriko that takes into account the caching capabilities of different providers, allowing you to save even more costs by reducing redundant requests.

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