Why Prioritization Frameworks Fail (And What to Do Instead)
# Why Prioritization Frameworks Fail (And What to Do Instead)
Most prioritization frameworks fail—and it's not because you used them wrong.
RICE, MoSCoW, Effort vs. Impact—they all work perfectly in a vacuum. The problem? Product work doesn't live in a vacuum.
The Reality Check
Here's what I've learned building in Fintech: the moment you finalize your "perfect" priority list, three things show up to wreck it:
4. Trade-off Log
The shift that changed everything for me: I stopped treating frameworks as decision engines and started using them as decision anchors.
Here's my process now:
Get the structured scorecard. Run the RICE calculation. Plot the effort-impact matrix. This creates a defensible starting point.
Layer in what frameworks can't capture: regulatory risk, market timing windows, retention impact, political capital. These factors often outweigh raw scores.
Keep approximately 20% of sprint capacity unallocated. Surprises are guaranteed; capacity to handle them shouldn't be.
Document what you dropped and why. When stakeholders revisit decisions (and they will), short debates beat long memory battles.
The Results
This approach kept launches on track across multiple regulated markets. Teams didn't burn out. Stakeholders stayed aligned. The inevitable surprises got absorbed without derailing everything else.
The Takeaway
Frameworks create clarity. Flexibility creates survival.
The textbook priority list will blow up. That's not failure—that's reality. The question is whether you've built a system that adapts or one that breaks.
When your perfect plan falls apart, what's your first move?

Almas skipped presentations and built real AI products.
Almas Ali was part of the August 2025 cohort at Curious PM, alongside 15 other talented participants.
