LNO Prioritize
Most PMs waste time on overhead disguised as strategy.
This skill categorizes your backlog by actual impact:
- •Leverage (L): 10x impact - the work that actually matters
- •Neutral (N): Regular work - do it well enough, move on
- •Overhead (O): Busywork - minimize or automate
Then tells you if your time allocation is broken.
Works with:
- •Linear MCP - Auto-analyzes and labels your issues
- •GitHub MCP - Auto-analyzes and labels your issues
- •Manual - Paste your issue list
Entry Point
When this skill is invoked, start with:
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LNO PRIORITIZATION
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Are you spending 60%+ time on Leverage work?
Most PMs aren't.
What do you want to analyze?
1. Current sprint/cycle
→ I'll fetch and categorize all active issues
2. Specific team or project
→ Focus on a subset of your backlog
3. Paste issue list
→ I'll categorize what you provide
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What This Does
Categorizes every issue, then challenges your priorities:
- •Are you spending 60%+ time on Leverage work? (You should be)
- •Is "strategy work" actually Overhead disguised as important?
- •Which Neutral tasks can you delegate or do at B- quality?
- •Which Overhead tasks can you eliminate entirely?
Usage
/lno-prioritize
Optional parameters:
- •
/lno-prioritize --team [team-name]- Categorize specific team's issues - •
/lno-prioritize --project [project-name]- Categorize specific project - •
/lno-prioritize --label- Auto-add Linear labels (leverage/neutral/overhead) - •
/lno-prioritize --current-sprint- Only analyze current sprint issues
What Happens
- •Fetches issues from Linear or GitHub (if MCPs configured)
- •Applies LNO framework
- •Categorizes each issue based on:
- •Strategic importance
- •Impact potential
- •Time investment required
- •Compounding value
- •Returns analysis with:
- •Issue title and ID
- •LNO category assignment
- •Reasoning for categorization
- •Recommended time allocation
- •Optionally updates source with labels (if
--labelflag used and using Linear)
Example Output
📊 LNO Prioritization Results 🚀 LEVERAGE (10x impact - be a perfectionist): - [ENG-245] Rebuild recommendation engine Reason: Core product differentiator, compounds over time - [ENG-198] Product strategy for Q2 Reason: Foundational decision affecting all downstream work 📈 NEUTRAL (Regular impact - do good enough work): - [ENG-301] Update onboarding flow copy Reason: Important but not transformational - [ENG-276] Add analytics to checkout page Reason: Useful data but incremental improvement ⚙️ OVERHEAD (Minimal impact - do quickly): - [ENG-312] Reformat PRD template Reason: Administrative work, no strategic value - [ENG-288] Update Linear labels Reason: Organizational cleanup ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 📊 YOUR TIME ALLOCATION IS BROKEN ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Current backlog: - 2 Leverage tasks (20%) - 4 Neutral tasks (40%) - 4 Overhead tasks (40%) TARGET allocation: - 60% Leverage (you're at 20% - way too low) - 30% Neutral - 10% Overhead (you're at 40% - way too high) WHAT TO DO: 1. **Kill or delegate 3 of 4 Overhead tasks** - Reformatting templates? Not your job. - Linear labels? Automate it. 2. **Stop perfectionism on Neutral work** - Onboarding copy doesn't need to be perfect - Ship at B- quality and move on 3. **Focus on Leverage:** - Recommendation engine = your #1 priority - Q2 strategy = your #2 priority - Everything else can wait Want me to create Linear issues to delegate/automate the Overhead work?
Integration Options
With Linear MCP: Automatically fetches Linear issues and can add L/N/O labels.
With GitHub MCP: Automatically fetches GitHub issues and can add labels.
Manual mode: Paste your issues and the skill will categorize them:
Apply the LNO framework to these issues: [paste issue list]
Learn More
See the full LNO Prioritization framework at:
frameworks/planning/lno-prioritization.md
Framework: Aakash Gupta (based on Shreyas Doshi) Best for: Sprint planning, backlog grooming, time management AI-era adaptation: Focus on leverage work (vision, strategy) while AI handles neutral/overhead tasks