Check before
you spend tokens.

Clarity for the systems, incentives, and decisions shaping digital economies.

Latest

3 articles

AI Total Cost of Ownership: 5 Options Ranked

Compare 5 AI total cost of ownership posture options and learn which hidden cost drivers to track across models, data, evals, and ops.

Oct 20, 2026 · 14 min read

How to choose an LLM: a task-level framework for teams

How should a team choose an LLM? Score each candidate model on 3 things for one real task: does it complete the work, how long does it take, and what does each completed task cost in total.

Oct 8, 2026 · 7 min read