Whitepaper · InkFox V2
£4.99
Many models, in concert — without the runaway bill.
How to run several AI models as one coordinated team — the right job to the right model — with the cost discipline that keeps it affordable, and without a developer. Including the two costliest lessons that save you real money.
Multi-model done with discipline
Using one model is easy; using several well is where the leverage — and the danger — lives. This paper covers how V2 decides which model does what, and the cost gates that stop a clever multi-model setup quietly becoming an expensive one. The model names and prices in it are a dated snapshot you can adapt; the routing discipline is the lasting part.
What you get
- Right model, right job — the routing logic, explained.
- Cost discipline — the gates that keep multi-model affordable.
- The leverage of many models — without the runaway spend.
- Practical, not academic — drawn from a system that runs daily.
Why you can trust this
- Lessons paid for in real money. The two costliest mistakes here — don’t put a cheap model in charge, and don’t cheapen your default to save pennies — are scar tissue, reported as they happened.
- A dated, honest snapshot. Prices change; I date them so you know exactly how current they are and can adapt.
- Fair return. If it genuinely isn’t useful, ask and I’ll refund it.
FAQ
Do I need to use multiple providers?
It’s written around routing across models/providers, but the principles apply even with fewer.
Will this save me money?
It’s about keeping multi-model setups affordable; the cost figures quoted are from real use, dated so you can judge them.
What format?
A downloadable PDF.
See also
- InkFox V2 Stack / Structure / Layer-Level whitepapers
- How To Train Your AI whitepaper
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