I know. I'm going after OKRs. This is the fight I was least looking forward to, because OKRs have been canonized. Andy Grove wrote about them, John Doerr evangelized them, Christina Wodtke wrote the book. My argument isn't that OKRs never worked. It's that the problem they solved is a 2010s problem, and for AI products the quarterly cycle is now actively harmful.
Three things changed the operating cycle of a product team. Idea to prototype is hours now, not weeks. A Product Builder goes from "we should try this" to a deployed prototype in four hours with Claude Code, so a three-month plan written in week one is irrelevant by week four. Customer signal arrives continuously through agent telemetry and eval scorecards, daily instead of quarterly. And the teams that outperform are small, four to six people, held back by heavy ritual rather than sped up by it.
Put those together and the quarterly cycle breaks in five predictable ways. The mid-quarter replan that arrives as an apology. Sandbagged key results, rewarded by the long cycle. Vanity objectives nobody would bet on at a shorter cadence. The end-of-quarter scramble, distorted by attainment instead of value. And an overhead tax that's already heavy at quarterly cadence and would be crushing at the cadence 2026 demands.
So what replaces it. I call it the Rolling Outcome Ledger. A single list, visible to the whole team, with 3 to 7 active outcome bets at any time. Each bet has a specific outcome ("move 14-day activation from 38% to 43% for new enterprise signups"), a one-sentence hypothesis, a test, a decision deadline of 2 to 4 weeks, and one owner.
The cadence is weekly. Every Monday, a 30-minute review that asks three questions per bet: what did we learn, is the deadline still reasonable, do we have what we need. Every Friday, a five-minute update on what moved. That's 35 minutes of formal review a week, no cascading, no scoring. Once a quarter, a three-hour retrospective resets the ledger. That is the only place the quarterly cycle still lives.
Keep quarterly cadence for two narrow uses: board-facing narrative and capital allocation with long lead times. Keep top-level OKRs as a strategic communication tool if you want. The thing that has to go is the cascade to every pod below, because that's where the cycle mismatch actually lives.
If your team runs OKRs now, pull your three most important key results this week and answer three things. What would you do differently if the deadline were three weeks out? Is there a real process for retiring a wrong KR mid-quarter? And how much time went to OKR ritual last month? The honest answers usually make the case for you.