Why RICE Quietly Kills Your Biggest Bets (and What to Use Instead)

RICE looks rational: score Reach, Impact, Confidence, and Effort, then sort. The problem is that “rational” is not the same as “strategic.” RICE is a great way to rank incremental work when you already know the direction. It’s a poor way to choose direction.

Here’s what happens in the real world: you can’t assign high confidence to genuinely new bets. The bigger the bet, the less certain you are about reach and impact, and the more effort looks scary. So RICE systematically penalizes the very initiatives that create step-changes in value. Teams end up shipping a smooth sequence of “reasonable” improvements that never compound into a new advantage.

The failure mode

Confidence becomes a proxy for familiarity. You score what you’ve done before.
Effort becomes a veto. If it’s hard, it slides down the list.
Reach biases toward broad-but-shallow. You pick wide features that feel safe rather than deep features that build a moat.

The replacement: choose a lens before you score

Before numbers, pick which lens you’re using to make the roadmap coherent:

Strategy lens: Where are we choosing to win (market, ICP, positioning)?
Vision lens: What future are we building toward (and what must be true first)?
Customer lens: Which unmet needs are most painful for the customers we care about?
Business lens: Which growth levers matter now (retention, activation, margin, expansion)?

Once you choose the lens, you score within the context of that lens. That’s the key move. It prevents “random good ideas” from competing in the same bucket.

A simple practice

Write your next-quarter roadmap as 3–5 objectives, each tagged to one lens.
Only compare initiatives inside each objective.
Use scoring (RICE or otherwise) to rank initiatives after the objective is chosen.

Takeaways

RICE is a ranking tool, not a strategy tool.
Big bets lose in RICE because uncertainty is treated as weakness, not reality.
Pick a roadmap lens first; score second.