finding

The AI provider ladder — keeping automation costs near zero

A simple rule for choosing between local, free and paid models in every pipeline.

· Vernon Juelich

AIAutomationCost

The rule

Try the cheapest capable option first: local model → free-tier cloud model → paid model.

Why it works

Most automation steps are simple. Only a small share of tasks need the most capable models, so most calls never reach the paid tier.

Watch out for

Token expiry on CLI-based providers, and silent quality drops when a fallback kicks in. Log which rung handled each request.

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