Core point: a free model tier is not a yes/no answer; it is a budget. Before I send a batch job to an advertised free tier, I want a deterministic ledger that predicts a quota miss instead of discovering it after 40 minutes.
Disclosure: This article was prepared as part of MonkeyCode's product outreach.
Recent DEV threads circle around AI watermarking, agent tool gates, and whether AI is a thinking problem. My problem is smaller: I have an operator-supplied figure of 30,000,000 free tokens and a free server option, and I want to know if a batch script fits without making a single live request.
Why this matters now
Free tiers tend to advertise a raw allowance, but batch jobs fail in unhelpful ways:
