A monitoring and management system for interacting with fantasy sports lineups, designed to autonomously or semi-autonomously optimize team rosters across multiple fantasy sports platforms.
The system enables a user to:
- Monitor League State: Read and track player status, team rosters, and matchups from fantasy sports platforms
- Aggregate Projections: Gather player performance projections from multiple sources for informed decision-making
- Recommend Roster Changes: Use AI reasoning to suggest lineup optimizations based on projections, matchups, and historical context
- Execute Actions: Make authorized changes to lineups via the Fantasy Sports API
- Report & Analyze: Evaluate historical trade impact, calculate waiver pickup value, and assess positional strength
- League Hosts: Yahoo Fantasy Sports, Sleeper.com
- Projection Sources: Fantasydata.com, Sleeper projections, FantasyPros consensus rankings
The system uses AI reasoning to propose roster changes, with a human review gate for safety. Decisions can be:
- Manually reviewed and approved via the UI
- Automatically executed when confidence thresholds are met
Multi-source projection ingestion with historical snapshots to enable retrospective accuracy analysis and source weighting.
Track and evaluate:
- Trade outcomes over time
- Waiver pickup ROI
- Positional strength trends
- Player performance vs. projections
Monitor league state, review pending recommendations, and manually override decisions through an intuitive web interface.
- Read the World — API integration and data normalization
- Projection Pipeline — Multi-source ingestion and aggregation
- Recommendations — AI reasoning layer with human review
- Autonomous Actions — Confidence-based auto-execution with guardrails
- Reporting — Historical analysis and insights dashboard