The token cost walkthrough: cut your AI coding spend by 70%

Your developers and their agents love AI coding assistants. Your CFO loves them less. Every prompt is another coin in someone else's machine. Gartner predicts AI coding costs will pass the average developer's salary by 2028. You could say that token costs are the final boss of enterprise AI. Well, we've got the cheat code to help you beat it.

Join Saad Malik, CTO and Co-Founder at Spectro Cloud, and Kumaran Siva, Corporate Vice President, Enterprise AI at AMD for a speedrun of AMD Instinct Coder: a turnkey inference solution from AMD, Spectro Cloud and Supermicro that runs coding workloads on local models by default and routes to frontier models only when the task earns it.

We'll walk you through it level by level:

Level 1 — The coin-op problem: why per-token pricing punishes success

Level 2 — The routing architecture: local by default, frontier by policy, every token metered

Level 3 — Live demo: watch requests route in real time

Boss fight — The ROI math: calculate how much you could save

If you like what you see, you could be live in about two weeks. So what's stopping you from pressing START?