RICE Score Calculator
Prioritize features with Reach, Impact, Confidence, and Effort in batch and single modes.
Practical tools for discovery, prioritization, execution, and getting interview-ready.
Use them to make faster decisions, standardize workflows, build proof of PM judgment, and practice explaining that judgment under pressure.
AI-assisted PM workflows
Use the AI Tools for Product Managers guide to work through research synthesis, problem framing, prioritization, PRDs, user stories, data, roadmaps, launches, and interview practice-with explicit verification and privacy guardrails.
Get hired · Flagship practice tool
Run Product Sense, Execution, Strategy, Metrics, or Behavioral rounds. Handle adaptive follow-ups first, then review a transparent 0–3 rubric, your two highest-leverage gaps, and an illustrative stronger answer.
Use category hubs for discovery-focused navigation and stronger internal linking.
Prioritize features with Reach, Impact, Confidence, and Effort in batch and single modes.
Prioritize backlog ideas with Impact, Confidence, and Ease scoring in batch or single mode.
Manually classify Must, Should, Could, and Won't Have this time with failure, workaround, effort, and timeframe checks.
Draft Kano questionnaires and score functional/dysfunctional pairs with stability and segment checks.
Map outcomes, opportunities, and candidate solutions into a clear OST draft.
Translate evidence into an editable JTBD Job Story with provenance, assumptions, contradictions, Four Forces and...
Generate a user interview script for product discovery with opening, non-leading core questions, probes, and wrap-up.
Turn research inputs into a clear, decision-ready product problem statement.
Turn a product decision into a falsifiable experiment contract with mechanism, threshold and guardrails.
Cluster interview notes into evidence-backed patterns with provenance, contradictions, and segment splits.
Map outcomes, opportunities, and candidate solutions into a clear OST draft.
Translate evidence into an editable JTBD Job Story with provenance, assumptions, contradictions, Four Forces and...
Build evidence-backed personas with claim-level evidence, contradictions, unknowns, and traceable Product implications.
Generate a user interview script for product discovery with opening, non-leading core questions, probes, and wrap-up.
Turn research inputs into a clear, decision-ready product problem statement.
Turn a product decision into a falsifiable experiment contract with mechanism, threshold and guardrails.
Cluster interview notes into evidence-backed patterns with provenance, contradictions, and segment splits.
Build the canonical Value Proposition Canvas (Customer Profile + Value Map), link pains and gains, check fit, and...
Turn the 9-block Lean Canvas into claims with evidence, an explainable riskiest-assumption queue, and a learning loop.
Build an evidence-safe PRD decision contract with requirement truth states, provenance/source authority, open...
Build delivery-sized user stories from confirmed context, expose unknowns, review candidate splits, and hand confirmed behavior into acceptance criteria.
Build an evidence-backed ICP hypothesis: compare customer segments, keep unknowns explicit, record disqualifiers...
Build editable Product surveys, audit measurement quality, import response CSVs, and score NPS, CSAT, CES, PMF and SUS with explicit denominators.
Prioritize features with Reach, Impact, Confidence, and Effort in batch and single modes.
Prioritize backlog ideas with Impact, Confidence, and Ease scoring in batch or single mode.
Manually classify Must, Should, Could, and Won't Have this time with failure, workaround, effort, and timeframe checks.
Draft Kano questionnaires and score functional/dysfunctional pairs with stability and segment checks.
Run a living Now/Next/Later confidence-horizon roadmap with movement contracts, dependencies, a change ledger and...
Draft team or company OKRs with Key Results as editable measurement contracts, target provenance, an audit and a...
Build KPI and metric decomposition trees with equation integrity: formula identities kept separate from influence...
Define or audit a product North Star with exact metric contracts, evidence-aware stress tests, and guardrails.
Free A/B test plan generator: hypothesis, primary and guardrail metrics, sample size and duration, decision rules.
Deterministic pricing-page audit: separate page fixes, pricing-strategy questions, experiment candidates and manual...
Turn raw feature requests into traceable problem candidates, review lexical duplicate suggestions, audit evidence gaps, route bugs, and choose the next Product action.
Free release-note and changelog generator: turn confirmed release facts into a public entry and channel copy, with...
Build a candidate-specific release readiness ledger with applicable gates, evidence, blockers, bounded exceptions...
Map stakeholders around one decision: authority, influence, impact, support, decision roles, engagement gaps and...
Free product strategy one-pager: headline, ICP, diagnosis, bets, metrics, Now/Next/Later, non-goals. Quick/Deep...
Free landing page copy generator that builds a message architecture, drafts editable copy and flags every claim...