OKRs vs KPIs: What Actually Drives Delivery
The difference between measuring what matters and measuring what's easy. A practical guide to aligning engineering roadmaps with business outcomes using OKRs.
Most teams I've worked with track KPIs. Fewer use OKRs well. And almost none use both in a way that actually connects day-to-day work to business outcomes. Let me try to demystify this.
The difference in one sentence
KPIs tell you if you're operating healthily. OKRs tell you if you're moving in the right direction. You need both, but they answer different questions.
What KPIs are good for
KPIs are steady-state metrics. Deployment frequency. Bug escape rate. On-time delivery percentage. These tell you if your delivery machine is working. If your deployment frequency drops, something is wrong. If your bug rate spikes, something is wrong. KPIs are your dashboard.
What OKRs are good for
OKRs are change metrics. They tell you if you're making progress on something specific you've decided to improve. An OKR isn't "maintain 95% uptime" — that's a KPI. An OKR is "reduce time-to-production for new features from 3 weeks to 1 week by end of Q3."
OKRs should be ambitious enough that achieving 70% of them feels like a win. If you're hitting 100% of your OKRs every quarter, they're not ambitious enough.
The mistake I see most often
Teams turn OKRs into task lists. "Launch feature X, complete migration Y, hire Z engineers." These are outputs, not outcomes. A real OKR key result measures something that changed in the world — user behaviour, a business metric, a system characteristic — not something your team shipped.
How to connect them to engineering roadmaps
The link between OKRs and the roadmap should be visible and explicit. For each roadmap item, you should be able to point to the OKR it contributes to. If a roadmap item doesn't connect to any OKR, ask hard questions about whether it should be on the roadmap at all.
This sounds simple. In practice, it requires discipline from product, engineering, and leadership to maintain the connection as priorities shift. But when it works, it transforms the roadmap from a list of features into a strategy.
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