The goal
Teach everyday people and small businesses how AI token costs actually work — no panic, no jargon — through an education library and an AI cost-audit offer.
What it does — the task
- Education library on token conservation and optimization
- AI cost-audit offer
- Skool community “Token Economics — No Freak Out” as the community arm
- Founder credential: Certified LinkedIn AI Trainer
Estimated savings
How it saves: routing to the cheapest capable model, prompt compression, budget ceilings, and auditable receipts. Estimated savings — varies by workload, model mix, and volume.
Separate project — HF Incident Timeline
The HF Incident Timeline is a separate project, hosted today at tokenarchitectai.tech. It is not part of this Vercel showcase, and nothing here changes that hosting.
