Cost & ROI
What unverified AI code costs and when a verification layer pays for itself: rework economics, token costs, and honest ROI arithmetic.
Economics
What Verification Debt Costs
The worked example for a 12-person team: rework, review reconstruction and an incident allowance land at one to two engineer salaries per year - every assumption labeled and swappable for your numbers.
Updated: July 2, 2026Read article →
Economics
Reducing LLM Token Costs
Tokens are mostly context, and context is resent every turn - the five levers that cut the bill without degrading output, each with its quality risk named. No percentages, just mechanics that survive price changes.
Updated: July 2, 2026Read article →
Economics
The Verification ROI Calculation
Volume, not headcount, decides: the transparent break-even model for a verification practice - costs per run and fixed block against reconstruction and rework removed - including the honest no-cases.
Updated: July 2, 2026Read article →
Economics
AI Code Churn
GitClear's 211M lines: two-week churn drifting from ~3.1% toward 5.7% as AI grows - the findings, the honest caveats, the rate-times-volume math, and the script to measure your own.
Updated: July 2, 2026Read article →
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