rice-framework

RICE, PR/FAQ, JTBD, HITL, OKR templates used in real AI product builds · not theory

An open-source workspace for product teams to run RICE, ICE, MoSCoW, and Kano prioritization.

Optimización de ingresos e-commerce mediante priorización ICE/RICE y análisis de Tests A/B. Implementación robusta con Mann-Whitney U, corrección de Bonferroni y filtrado técnico de outliers (P96/P97) para identificar el impacto real en conversión. Desarrollado con Python y Pandas 3.0 (PyArrow backend) para procesamiento de alto rendimiento.

⚡ AI-powered feature prioritization dashboard for PMs. RICE scoring, 2x2 Effort vs Impact matrix & NOW/NEXT/LATER sprint roadmaps powered by NVIDIA NIM & Llama 3.3 70B.

Product Space Capstone Project — a product case study by our team on improving SIP adoption among first-time investors through user research, behavioral insights, and data-driven product recommendations. 🏆 1st Place, Cohort 19.

AI-assisted Product Feature Prioritization Framework using RICE, MoSCoW & Kano frameworks with an interactive Streamlit dashboard.

RICE-prioritized feature backlog built from 1,000 scraped Uber Eats Play Store reviews, with Jira tickets, evidence, and acceptance criteria.

Production-grade Feature Prioritization Decision Engine implementing RICE, ICE, and WSJF frameworks with Monte Carlo uncertainty modeling, sensitivity analysis, and capacity-constrained optimization.

AI-powered Product Management framework for prioritizing SaaS feature requests using customer value, business value, RICE, MoSCoW, Kano, AI-assisted scoring, weighted prioritization, and Product Manager judgment.

Independent Dodo Pizza growth-strategy case: field research, unit economics, experiment design, and modeled expansion scenarios.

Job-ready Product Owner portfolio featuring real-world case studies, Jira agile boards, user stories, roadmaps, dashboards, stakeholder matrices, PRDs, and data-driven product artifacts.

Product specification for Calendar Widget Wizard - HealthForge (healthcare low-code platform) recruitment case study. Complete PM documentation: research, RICE prioritization, solution design, PRD, user stories. Built with Product Builder methodology. 80 pages | 52 story points.

End-to-end product strategy for converting casual bike-share riders into annual members. 150K rides analyzed, K-means clustering for personas, RICE prioritization, live dashboard.

Systematic feature prioritization using RICE methodology with statistical A/B test validation. Built to demonstrate PM skills in prioritization, data analysis, and technical communication.

Hypothesis prioritization (ICE/RICE) and A/B test validation for Showz. Mann-Whitney U confirms an 18.95% conversion lift (P=0.007) — and correctly rejects an unvalidated revenue/AOV claim (P=0.822) the original analysis never tested. Python, Pandas, SciPy.

Strategic Product Teardown & Growth Blueprint for Medito (vs. Headspace) analyzing zero-gating non-profit SaaS tradeoffs across activation, revenue, and ops.

A single-file sprint prioritization tool built around the RICE framework, with live scoring, roadmap sequencing, and a full document export.

RICE scoring & prioritisation checklist — a practical framework for PMs

Outcome-Based Solo Dev Productivity App

A privacy-first prioritisation tool for product teams. RICE, Kano, and Value vs Effort frameworks. No accounts, no tracking, no data leaving your browser.