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30-Day AI Challenge

Build your AI muscle with 30 daily exercises — one per day, less than 30 minutes each. Choose your track and check off days as you complete them.

Progress0 / 30 days completed
1
Configure Firm Persona
Foundational

Set up ChatGPT/Claude with your firm's investment thesis parameters

2
Context-Specificity-Scope-Format
Foundational

Master the four building blocks of effective prompting

3
Iterative Refinement
Foundational

Perform iterative refinement on a 10-K to isolate risk footnotes

4
Role-Based Prompting
Foundational

Analyze a P&L as a "Skeptical Senior Associate"

5
Business Fact Sheet
Foundational

Build a reusable fact sheet for your firm's investment history

6
Market Mapping Prompt
Sourcing

Create a prompt to identify top 20 competitors in a target sector

7
Company Similarity Analysis
Sourcing

Use AI to find companies similar to your successful portfolio companies

8
GTM AI Agent
Sourcing

Deploy an AI agent to draft personalized founder outreach emails

9
Radar Brief
Sourcing

Build an automated brief tracking hiring velocity and executive turnover

10
Automated Lead Scoring
Sourcing

Rank 100 prospects by CAGR and EBITDA thresholds

11
CIM Synthesis
Due Diligence

Synthesize a 100-page CIM into a structured 3-page Initial Assessment

12
NLP VDR Analysis
Due Diligence

Extract risks from customer concentration clauses in the VDR

13
Automated QofE Prep
Due Diligence

Summarize multi-tab Excel models into key takeaways

14
Reputational Risk Screening
Due Diligence

Scan news and sentiment for ESG red flags

15
Management Meeting Intelligence
Due Diligence

Use Jamie for bot-free management meeting notes and insights

16
Excel Probability Model
Monte Carlo

Set up a Profit/Loss model in Excel using =RAND()

17
Demand Forecasting Model
Monte Carlo

Implement NORM.INV(RAND(), mean, stdDev) for forecasting

18
VBA Automation
Monte Carlo

Build a VBA Macro to run 10,000 iterations

19
Sensitivity Testing
Monte Carlo

Run What-If scenarios on exit multiples

20
Visualization
Monte Carlo

Create Histogram and Cumulative Frequency charts

21
Executive Summary Automation
IC Reporting

Automate IC memo executive summary using template-driven generation

22
Narrative Generation
IC Reporting

Explain the "So What" behind financial trends

23
LBO Returns Attribution
IC Reporting

Articulate the value creation thesis with returns bridge

24
Risk & Mitigant Matrix
IC Reporting

Cross-reference DD findings with investment thesis

25
CFO One-Pager
IC Reporting

Build a Monthly CFO-Ready One-Pager with visualizations

26
Zapier Integration
Advanced

Build automated ingestion pipeline for deal sourcing

27
Agentic RAG
Advanced

Build custom RAG to leverage institutional knowledge for new deals

28
Automated IC Deck
Advanced

Generate chart-ready data from financial models

29
Multi-Agent Orchestration
Advanced

Create "Deal-Team-as-a-Service" with specialized agents

30
AI ROI Dashboard
Advanced

Build an interactive dashboard to quantify your personal AI ROI

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