Blog

A practical comparison for agent workflows, coding, data analysis and computer use, with benchmarks, API prices and a plan for your own evaluation.

Jev provides typed decisions through an API; Laya adds a local, open-code option. Routing accuracy, calibration and end-to-end cost determine the value.

GPT‑6.1 Sol changes the migration checklist: cheaper cache reads, no none reasoning and Responses for tools. How to test it against Astra and Luna.

Half of Opus’s input and output rates does not mean half the bill. A practical pilot for support and development, with cache costs and Messages API changes.

V4.1 Flash changes aliases and pricing. Current documentation keeps V4 Pro available despite the original announcement. Cache usage, queues and timing still determine workflow cost.