Every low-stakes approval spends down a budget you will need later, for the one decision that actually mattered.
The mindset should be far more complex than “How many tokens did we consume?” Instead, consider the ROI of each token.
For years, the legal profession has asked which firms will adopt AI. That question is becoming obsolete.
A cheap failed run still leaves the bug unsolved. What’s important is cost per solved problem or, put differently, token ROI.
AI is cutting into entry-level hiring. Companies that automate junior work without replacing what it taught risk running short of future managers and CEOs.
A price increase can create an immediate revenue increase, but that is only the beginning of the economic outcome.
Forrester explains why global manufacturing is shifting from cost advantage to adaptability through industrial AI, automation, and software-defined factories.
Financial institutions cannot delay post-quantum cryptography until cryptographically relevant quantum computers are released.
If the people attacking us cooperate freely, the people protecting us can’t afford not to.
Stop setting stakeholder expectations as if AI systems work like software releases. Ship with known limitations documented.