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Scaling

Once something's working, the problem changes. Notes for teams making AI ordinary: reliability, cost, quality, and the things that quietly decide whether it lasts.

Case studies · Cost
Your AI bill isn't the real bill
When an AI silently starts missing things, the invoice is the last place you'll notice. The cost lands somewhere else.
James Dodd14 Apr 20262 min read
Cost · Guides
Not every task needs the biggest model
Every time a new frontier model lands, someone proposes plumbing it everywhere. The right answer isn't a smaller model. It's a test.
James Dodd11 Apr 20264 min read

Scaling

Your AI bill isn't the real bill

Not every task needs the biggest model