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Backlog Manager
ConceptAI-powered backlog prioritization and grooming. Surfaces what matters, automates the busywork.
Technologies
PythonOpenAI APIJira APILinear API
Backlog Manager
AI-powered backlog prioritization and grooming. Surfaces what matters, automates the busywork.
The Problem
Product backlogs are where good ideas go to die:
- Hundreds of tickets with inconsistent formatting
- Prioritization is political rather than principled
- Grooming sessions are painful and unproductive
- Duplicate and stale items accumulate endlessly
The Vision
An AI assistant that actually understands your backlog:
- Smart Prioritization: Score items based on impact, effort, and strategic alignment
- Auto-Grooming: Identify duplicates, suggest merges, flag stale items
- Context Synthesis: Summarize customer feedback across related tickets
- Meeting Prep: Generate grooming session agendas with recommendations
Status
Currently in concept phase. Researching integration patterns with Jira and Linear.