Feature Scoring · RICE & ICE

RICE and ICE scoring applied consistently across your backlog with rationale captured per factor - not a one-off PM spreadsheet that breaks the next quarter. The picks are defensible and the sensitivity tells you which picks are robust.

What the managed workflow does

Scores every feature consistently

Reach, Impact, Confidence, Effort - each weighted to your team's calibration scale, with rationale + evidence captured per factor so the score isn't a guess.

Decomposes per factor

Each bar shows how the score builds - R · I · C · E segments visible - so the conversation is about which factor moves, not the headline number.

Names the cutline

A pick line at the score threshold shows what made the cut - picks above, backlog below - so the next sprint plan is defensible against 'why this and not that'.

Stress-tests the picks

Sensitivity matrix on the top pick shows how the score holds across Reach × Confidence shifts - robust picks survive, fragile picks get flagged.

RICE bars · pick-line cutoff · sensitivity-tested top picks

18 FEATURES · 4 FACTORS · TOP 6 PICKED

Factors weighted per feature

Reach · users impacted per cycleImpact · per-user benefit weightConfidence · evidence-anchoredEffort · scoped × risk-adjusted

What lands per cycle

Picked · score ≥ pick lineBelow line · backlogSensitivity matrix · #1 robustnessPer-feature rationale captured

Factors weighted per feature

Reach. Users + segments impacted per cycle - pulled from product-usage cohort signal, not a PM's gut on which segment matters.
Impact. Per-user benefit weight - calibrated to your team's bench of past shipped work, with rationale captured per claim.
Confidence. Evidence-anchored - research signal, prior shipped data, and customer-proof attached to each Confidence score so it's defensible.
Effort. Scoped × risk-adjusted - eng estimates with risk multipliers for unknowns, so 'small effort' isn't optimism for a 6-week project.

What lands per cycle

Ranked feature stack. Backlog ordered by score with R · I · C · E decomposition visible - so conversations are about which factor moves, not the headline.
Pick-line cutoff. Threshold score below which features go to backlog - the line is defensible against scope-add pressure.
Sensitivity matrix. Top-pick robustness across Reach × Confidence cells - fragile picks (those that need everything to land) are flagged for de-risk first.
Decision memo. One-page write-up tying the picks to the cycle's strategy bets, ready for cross-functional review.

What you get, every week