Generate CEO Briefing Skill

The Standout Feature - Transforms your AI Employee from reactive tool to proactive business partner. Autonomously audits your entire business weekly and delivers executive-level insights every Monday morning.

Core Responsibilities

•Financial Analysis: Revenue, expenses, cash flow vs targets, cost optimization
•Operational Analysis: Task completion rates, bottlenecks, response times
•Social Media Performance: Engagement across LinkedIn, Facebook, Instagram, Twitter
•Business Goal Progress: Track progress vs targets, identify at-risk goals
•Proactive Recommendations: Unused subscriptions, process improvements, growth opportunities

When This Skill Activates

Trigger phrases:

•"generate weekly briefing"
•"create ceo report"
•"business audit"
•"performance summary"
•"weekly review"
•"how's the business doing"
•"monday briefing"

Auto-activates:

•Scheduled: Every Sunday at 11:45 PM (automated via cron/Task Scheduler)
•Creates notification in Vault/Needs_Action/ for Monday morning review
•Runs whenever user explicitly requests business performance analysis

Core Workflow

Phase 1: Data Collection

When: Briefing generation starts (Sunday 11:45 PM or on-demand)

•
Financial Data (from manage-accounting skill)
- •Read Vault/Accounting/Current_Month.md
- •Parse weekly transactions (last 7 days)
- •
  Calculate:
  - •Weekly revenue
  - •Weekly expenses (by category)
  - •Month-to-date totals
  - •Outstanding invoices
- •Read Vault/Business_Goals.md for financial targets
•
Operational Data (from process-tasks skill)
- •Scan Vault/Done/ folder for completed tasks (last 7 days)
- •Count tasks completed
- •Identify tasks that took longer than expected (compare due dates)
- •Check Vault/Tasks/Active/ for overdue or at-risk tasks
•
Email Performance (from process-emails skill)
- •Read Vault/Done/ for processed emails (last 7 days)
- •Calculate average response time
- •Identify any urgent/high-priority emails still pending
- •Count emails processed vs received
•
Social Media Metrics (from social media skills)
- •Read Vault/Social_Media/LinkedIn/metrics.json
- •Read Vault/Social_Media/Facebook/metrics.json
- •Read Vault/Social_Media/Instagram/metrics.json
- •Read Vault/Social_Media/Twitter/metrics.json
- •Extract: posts published, engagement, follower growth, reach
•
Business Goals Progress
- •Read Vault/Business_Goals.md
- •Compare actual vs targets for each key metric
- •Calculate progress percentage
- •Identify at-risk goals (behind target by >20%)

Helper Script:

bash

python .claude/skills/generate-ceo-briefing/scripts/analyze_performance.py --period weekly

See analysis-framework.md for detailed data collection procedures.

Phase 2: Performance Analysis

When: After data collection complete

•
Financial Health Score (0-100)
- •Revenue vs target: +40 points if on track
- •Expense control: +30 points if under budget
- •Cash flow positive: +20 points
- •No overdue invoices >30 days: +10 points
- •Calculate score and trend (improving/declining/stable)
•
Operational Efficiency Score (0-100)
- •Task completion rate: +40 points if >90%
- •Average task cycle time: +30 points if within expected
- •Email response time: +20 points if <24 hours
- •No overdue high-priority items: +10 points
•
Social Media Engagement Score (0-100)
- •Posts published vs schedule: +25 points if on track
- •Engagement rate (likes/comments/shares): +40 points if above benchmark
- •Follower growth: +20 points if positive
- •Response rate to mentions/comments: +15 points if >80%
•
Goal Achievement Score (0-100)
- •Calculate progress percentage for each goal
- •Weight by goal priority
- •Identify goals at risk (behind schedule)
- •Predict likelihood of achieving quarterly/annual targets

Overall Business Health: Average of 4 scores

•90-100: Excellent (Green)
•75-89: Good (Green)
•60-74: Fair (Yellow)
•Below 60: Needs Attention (Red)

Helper Script:

bash

python .claude/skills/generate-ceo-briefing/scripts/analyze_performance.py --calculate-scores

See kpi-definitions.md for detailed scoring methodology.

Phase 3: Bottleneck Detection

When: After performance analysis

•
Identify Process Bottlenecks
- •Compare task completion times vs expected duration
- •Flag tasks that took >50% longer than expected
- •
  Categorize bottlenecks:
  - •Waiting on client/external party
  - •Insufficient resources
  - •Unclear requirements
  - •Technical blockers
  - •Over-commitment
•
Financial Bottlenecks
- •Overdue invoices (cash flow impact)
- •Recurring expenses without value delivery
- •Budget overruns in specific categories
- •Missing financial data/reconciliation issues
•
Communication Bottlenecks
- •Emails pending response >48 hours
- •Unanswered social media mentions
- •Client communications delayed
•
Resource Bottlenecks
- •Over-allocated time (too many commitments)
- •Under-utilized resources (unused subscriptions)
- •Skill gaps (tasks taking longer than they should)

Prioritize bottlenecks:

•Critical: Directly impacting revenue or client satisfaction
•High: Causing significant delays
•Medium: Reducing efficiency
•Low: Minor improvements

Helper Script:

bash

python .claude/skills/generate-ceo-briefing/scripts/detect_bottlenecks.py

See analysis-framework.md for bottleneck classification logic.

Phase 4: Generate Proactive Recommendations

When: After bottleneck detection

•
Cost Optimization Recommendations

Subscription Audit:
- •Analyze recurring expenses from Vault/Accounting/Current_Month.md
- •Identify subscriptions with pattern matching (Adobe, Netflix, Notion, Slack, etc.)
- •
  Check for:
  - •No usage in 30+ days
  - •Duplicate functionality with other tools
  - •Cost increased >20% without value increase
- •
  Calculate potential savings:
  - •Monthly savings × 12 = Annual savings
  - •ROI: (Annual savings / Time to cancel) ratio
Example Output:
code
```
⚠️ Cost Optimization Opportunity
- Service: Notion Team Plan
- Cost: $15/month ($180/year)
- Last Activity: 47 days ago
- Alternative: Already using Obsidian for same purpose
- Action: Cancel Notion subscription
- Annual Savings: $180
```
•
Process Improvement Recommendations
- •If email response time >24h: Suggest email processing schedule
- •If task completion rate <90%: Recommend prioritization system
- •If social media engagement declining: Suggest content strategy review
- •If recurring bottlenecks: Recommend automation or delegation
•
Growth Opportunity Recommendations
- •If revenue trending up: Suggest capacity expansion
- •If social media engagement high: Recommend increased posting frequency
- •If client satisfaction high: Suggest asking for referrals
- •If cash flow strong: Recommend strategic investments
•
Risk Mitigation Recommendations
- •If overdue invoices accumulating: Suggest payment terms review
- •If expenses exceeding budget: Recommend cost control measures
- •If key goals at risk: Suggest reallocation of resources
- •If client response delays: Recommend capacity assessment

Helper Script:

bash

python .claude/skills/generate-ceo-briefing/scripts/generate_insights.py

See recommendation-engine.md for recommendation generation logic.

Phase 5: Write CEO Briefing

When: After all analysis complete

•
Create Briefing Document
- •Use briefing-template.md
- •Filename: Vault/Briefings/YYYY-MM-DD_Monday_Briefing.md
- •Date format: Week ending date (Sunday date)
•
Briefing Structure (see template for full format):

Executive Summary (1-2 sentences)
- •Overall business health status
- •Key highlight of the week
- •Critical alert (if any)
Business Health Dashboard
- •Financial Score: XX/100 (trend)
- •Operational Score: XX/100 (trend)
- •Social Media Score: XX/100 (trend)
- •Goal Achievement: XX/100 (trend)
- •Overall: XX/100 with status indicator
Financial Performance
- •Revenue this week: $X,XXX
- •Revenue MTD: $X,XXX (XX% of $X,XXX target)
- •Expenses this week: $X,XXX
- •Expenses MTD: $X,XXX (XX% of budget)
- •Cash Flow: +/- $X,XXX
- •Outstanding: $X,XXX (X invoices, X overdue)
Operational Performance
- •Tasks completed: X
- •Average cycle time: X days
- •Email response time: X hours
- •Pending high-priority: X items
Social Media Performance
- •Posts published: X (LinkedIn: X, FB: X, IG: X, Twitter: X)
- •Total engagement: X (likes + comments + shares)
- •Engagement rate: X.X%
- •Follower growth: +X
Goal Progress
- •List each goal from Business_Goals.md
- •Progress percentage
- •Status (On Track / At Risk / Behind)
- •Next milestone
Bottlenecks Identified

Task/Process Expected Actual Delay Impact
[Task name] X days Y days +Z [description]

Proactive Recommendations

💰 Cost Optimization
- •[Service]: [Details, savings calculation, action]
📈 Process Improvements
- •[Area]: [Issue, recommendation, expected benefit]
🚀 Growth Opportunities
- •[Opportunity]: [Details, potential impact, suggested action]
⚠️ Risk Alerts
- •[Risk]: [Description, impact, mitigation suggestion]
Upcoming This Week
- •Key deadlines from Business_Goals.md
- •Important dates
- •Scheduled tasks
Action Items for Review
- • Review cost optimization recommendations
- • Approve/reject suggested actions
- • Address critical bottlenecks
- • Follow up on overdue items

•

Add Metadata

yaml

---
generated: YYYY-MM-DDTHH:MM:SSZ
period: YYYY-MM-DD to YYYY-MM-DD
overall_score: XX/100
status: excellent/good/fair/needs_attention
critical_alerts: X
---

•

Create Monday Morning Notification

•Create file in Vault/Needs_Action/
•Filename: BRIEFING_Weekly_Review_YYYY-MM-DD.md

•Content:

markdown

---
type: notification
priority: high
category: business_review
generated: YYYY-MM-DDTHH:MM:SSZ
---

# 📊 Weekly CEO Briefing Ready

Your weekly business briefing for [Week Ending Date] has been generated.

**Overall Health: XX/100** - [Status]

**Highlights:**
- Revenue: $X,XXX ([trend])
- [Key achievement or concern]

**Action Required:**
- [X] critical alerts
- [X] recommendations for review

**View Full Briefing:** `Vault/Briefings/YYYY-MM-DD_Monday_Briefing.md`

---

*Generated by AI Employee - CEO Briefing System*

•
Archive Previous Briefings
- •Move briefings older than 4 weeks to Vault/Briefings/archives/
- •Maintain last 4 weeks in main folder for easy access
- •Keep metadata for trend analysis
•
Update Dashboard
- •Add briefing generation log to Vault/Dashboard.md
- •Include overall score and status
- •Link to full briefing

See briefing-template.md for complete template.

Security Safeguards

Before Generating:

•✅ All required data sources accessible
•✅ Financial data synced (manage-accounting ran successfully)
•✅ Social media metrics current (<48 hours old)
•✅ Business_Goals.md exists and has valid targets

Data Privacy:

•✅ Briefings stored locally in Vault only
•✅ No sensitive financial data sent to external services
•✅ Client names anonymized in logs if configured
•✅ Audit trail maintained for all briefings

Recommendations:

•✅ All recommendations advisory only (never auto-execute)
•✅ Cost optimizations require human approval
•✅ Process changes suggested, not implemented
•✅ Risk alerts flagged, not acted upon

Never Auto-Execute:

•❌ Subscription cancellations (recommend only)
•❌ Process changes
•❌ Budget modifications
•❌ Goal adjustments
•❌ Resource reallocation

Reference Files

Progressive disclosure - load on demand:

•
briefing-template.md
- •Complete briefing document template
- •Section descriptions
- •Formatting guidelines
- •Example briefings
•
analysis-framework.md
- •Data collection procedures
- •Analysis methodologies
- •Scoring algorithms
- •Trend calculation logic
•
kpi-definitions.md
- •Key Performance Indicator definitions
- •Calculation formulas
- •Benchmark values
- •Scoring thresholds
•
recommendation-engine.md
- •Recommendation generation rules
- •Prioritization logic
- •Cost-benefit analysis methods
- •Risk assessment criteria

Helper Scripts

analyze_performance.py

Purpose: Collect data and calculate performance scores

Usage:

bash

# Generate weekly performance analysis
python .claude/skills/generate-ceo-briefing/scripts/analyze_performance.py --period weekly

# Calculate scores only
python .claude/skills/generate-ceo-briefing/scripts/analyze_performance.py --calculate-scores

# Custom date range
python .claude/skills/generate-ceo-briefing/scripts/analyze_performance.py --start 2026-01-01 --end 2026-01-07

# JSON output for programmatic use
python .claude/skills/generate-ceo-briefing/scripts/analyze_performance.py --json

# Verbose mode (detailed logging)
python .claude/skills/generate-ceo-briefing/scripts/analyze_performance.py --verbose

detect_bottlenecks.py

Purpose: Identify process, financial, and communication bottlenecks

Usage:

bash

# Detect all bottlenecks
python .claude/skills/generate-ceo-briefing/scripts/detect_bottlenecks.py

# Focus on specific category
python .claude/skills/generate-ceo-briefing/scripts/detect_bottlenecks.py --category financial
python .claude/skills/generate-ceo-briefing/scripts/detect_bottlenecks.py --category operational
python .claude/skills/generate-ceo-briefing/scripts/detect_bottlenecks.py --category communication

# Set severity threshold (only report critical and high)
python .claude/skills/generate-ceo-briefing/scripts/detect_bottlenecks.py --min-severity high

# JSON output
python .claude/skills/generate-ceo-briefing/scripts/detect_bottlenecks.py --json

generate_insights.py

Purpose: Generate proactive recommendations and insights

Usage:

bash

# Generate all recommendations
python .claude/skills/generate-ceo-briefing/scripts/generate_insights.py

# Focus on cost optimization only
python .claude/skills/generate-ceo-briefing/scripts/generate_insights.py --focus cost-optimization

# Process improvements only
python .claude/skills/generate-ceo-briefing/scripts/generate_insights.py --focus process-improvement

# Growth opportunities only
python .claude/skills/generate-ceo-briefing/scripts/generate_insights.py --focus growth

# Set minimum savings threshold for recommendations
python .claude/skills/generate-ceo-briefing/scripts/generate_insights.py --min-savings 100

# JSON output
python .claude/skills/generate-ceo-briefing/scripts/generate_insights.py --json

Integration with Other Skills

Depends on data from:

•manage-accounting → Financial data (revenue, expenses, invoices)
•process-tasks → Task completion, bottlenecks
•process-emails → Email metrics, response times
•post-to-linkedin → LinkedIn engagement metrics
•post-to-social-media → Facebook/Instagram metrics
•post-to-twitter → Twitter engagement metrics

Provides insights to:

•Vault/Briefings/ → Weekly executive reports
•Vault/Dashboard.md → Business health status
•Vault/Needs_Action/ → Monday morning notifications

Workflow:

code

Sunday 11:45 PM: Scheduled trigger
    ↓
1. analyze_performance.py: Collect data from all sources
    ↓
2. Calculate performance scores (Financial, Operational, Social, Goals)
    ↓
3. detect_bottlenecks.py: Identify issues and delays
    ↓
4. generate_insights.py: Create proactive recommendations
    ↓
5. Write comprehensive CEO briefing to Vault/Briefings/
    ↓
6. Create notification in Vault/Needs_Action/
    ↓
Monday Morning: User reviews briefing and approves recommended actions

Automation Setup

Scheduled Execution (Sunday 11:45 PM)

Linux/Mac (cron):

bash

# Edit crontab
crontab -e

# Add this line (runs every Sunday at 11:45 PM)
45 23 * * 0 cd /path/to/Autonomous-FTEs && claude-code "generate weekly briefing" >> /path/to/logs/briefing.log 2>&1

Windows (Task Scheduler):

powershell

# Create scheduled task
$action = New-ScheduledTaskAction -Execute "claude-code" -Argument '"generate weekly briefing"' -WorkingDirectory "D:\Autonomous-FTEs"
$trigger = New-ScheduledTaskTrigger -Weekly -DaysOfWeek Sunday -At 11:45PM
$principal = New-ScheduledTaskPrincipal -UserId "$env:USERNAME" -LogonType Interactive
Register-ScheduledTask -TaskName "AI_Employee_Weekly_Briefing" -Action $action -Trigger $trigger -Principal $principal -Description "Generate weekly CEO briefing every Sunday night"

Or use orchestrator.py: Add to your orchestrator schedule:

python

schedule.every().sunday.at("23:45").do(lambda: subprocess.run(
    ["claude-code", "generate weekly briefing"],
    cwd="/path/to/Autonomous-FTEs"
))

Dashboard Logging

All briefing generation logged to Vault/Dashboard.md:

markdown

### [Timestamp] - CEO Briefing Generated

**Period:** [Start Date] to [End Date]
**Overall Score:** XX/100 - [Status]

**Summary:**
- Financial: XX/100 ([trend])
- Operational: XX/100 ([trend])
- Social Media: XX/100 ([trend])
- Goal Achievement: XX/100 ([trend])

**Critical Alerts:** X
**Recommendations:** X

**View Full Briefing:** [Vault/Briefings/YYYY-MM-DD_Monday_Briefing.md](Vault/Briefings/YYYY-MM-DD_Monday_Briefing.md)

**Notification Created:** Vault/Needs_Action/BRIEFING_Weekly_Review_YYYY-MM-DD.md

Success Criteria

This skill works correctly when:

✅ Briefings auto-generate every Sunday at 11:45 PM ✅ All 5 data sources successfully collected (Financial, Operational, Email, Social, Goals) ✅ Performance scores accurately calculated (0-100 scale) ✅ Bottlenecks correctly identified and prioritized ✅ Recommendations relevant and actionable ✅ Cost savings calculations accurate ✅ Monday morning notification created in Needs_Action ✅ Overall business health score reflects actual performance ✅ Trend analysis shows historical comparison ✅ No false positives in recommendations ✅ All recommendations remain advisory (no auto-execution) ✅ Complete audit trail maintained

Common Issues

Briefing Not Generating on Schedule:

•Check cron job / Task Scheduler configuration
•Verify orchestrator.py running
•Check system logs for errors: tail -f /path/to/logs/briefing.log
•Ensure system not sleeping at scheduled time

Missing Financial Data:

•Verify manage-accounting skill ran successfully
•Check Xero sync completed: Vault/Accounting/Current_Month.md updated
•Ensure Vault/Business_Goals.md has financial targets defined
•Run manual sync: claude-code "sync accounting"

Incomplete Social Media Metrics:

•Verify all social media skills operational
•
Check metrics files exist:
- •Vault/Social_Media/LinkedIn/metrics.json
- •Vault/Social_Media/Facebook/metrics.json
- •Vault/Social_Media/Instagram/metrics.json
- •Vault/Social_Media/Twitter/metrics.json
•Run manual metric updates if needed

Low Accuracy in Bottleneck Detection:

•Update task duration estimates in Vault/Business_Goals.md
•Review bottleneck classification rules in analysis-framework.md
•Adjust sensitivity thresholds if too many/few bottlenecks flagged
•Ensure task metadata includes expected vs actual completion times

Irrelevant Recommendations:

•Review and update recommendation-engine.md
•Adjust minimum savings threshold for cost optimizations
•Update subscription list with your actual services
•Refine recommendation prioritization logic

Performance Score Inaccurate:

•Verify scoring weights in kpi-definitions.md
•Check benchmark values appropriate for your business size
•Ensure all KPIs have valid targets in Vault/Business_Goals.md
•Review score calculation formulas in analysis-framework.md

External Dependencies

Required Skills:

•manage-accounting → Financial data
•process-tasks → Operational data
•process-emails → Communication metrics
•post-to-linkedin → LinkedIn metrics
•post-to-social-media → Facebook/Instagram metrics (Gold tier)
•post-to-twitter → Twitter metrics (Gold tier)

Required Vault Files:

•Vault/Business_Goals.md → Targets and goals
•Vault/Accounting/Current_Month.md → Financial transactions
•Vault/Social_Media/*/metrics.json → Social media performance

Optional:

•Historical briefings for trend analysis
•Custom benchmark values for your industry
•Enhanced KPI definitions

Setup Checklist

Before first use:

Example Output Preview

markdown

# Monday Morning CEO Briefing
## Week Ending: January 7, 2026

### Executive Summary
Strong week with revenue exceeding target by 12%. One operational bottleneck identified in client communication. Overall business health: **82/100** (Good 📗)

### Business Health Dashboard
- **Financial:** 88/100 ↗️ (+3 from last week)
- **Operational:** 76/100 ↘️ (-8 from last week)
- **Social Media:** 82/100 ↗️ (+5 from last week)
- **Goal Achievement:** 81/100 → (stable)

**Overall: 82/100** - Good 📗

### Financial Performance
- **This Week:** $2,450 revenue, $820 expenses → $1,630 profit
- **MTD:** $4,500 revenue (45% of $10,000 target) ✅ On Track
- **Outstanding:** $1,200 (2 invoices, 0 overdue)
- **Cash Flow:** Positive, trending up

### Proactive Recommendations

**💰 Cost Optimization Opportunity**
- **Notion Team Plan**: No activity in 47 days. Cost: $15/month
- **Action:** Cancel subscription (already using Obsidian)
- **Annual Savings:** $180

**⚠️ Bottleneck Alert**
- **Client B Proposal**: Expected 2 days, took 5 days (+3 day delay)
- **Impact:** Potential revenue delay
- **Recommendation:** Review proposal template, consider automation

---

*Generated by AI Employee CEO Briefing System v1.0*

Skill Version: 1.0 Last Updated: 2026-01-12 Branch: feat/gold-business-intelligence Dependencies: manage-accounting, process-tasks, process-emails, post-to-linkedin, post-to-social-media, post-to-twitter