Portfolio Management with AI: Building a Strategic Scoring Engine

As a creator with multiple projects running simultaneously, I faced a constant challenge: what should I work on next? Gut feel wasn’t cutting it. I needed data.

The Strategic Value Score (SVS)

PorfolioManager calculates a multi-dimensional score for every project based on:

• Strategic alignment — how well does this project serve my long-term goals?
• Market potential — what’s the addressable need or audience?
• Effort estimate — how much time and energy does it require?
• Learning value — what new skills or knowledge will I gain?
• Risk factor — what could go wrong and how likely is it?

Confidence Scoring

Every score is paired with a Confidence Score — how confident are we in the data behind each dimension? This prevents the “false precision” trap where numbers look scientific but are actually guesses.

The system connects to my HomeLab PostgreSQL for persistent analytics and generates strategic review reports that inform my weekly planning. No more guessing — every decision is evidence-based.

Built with: TanStack Start, Supabase, PostgreSQL, Recharts, Zod, Vercel