AI-Powered
Investing
Session 1 of 3
AI as Your Co-Analyst
About Me
Alex Lieberman
Co-Founder & Managing Partner, Tenex
Co-Founder, Morning Brew
Former Trader, Morgan Stanley
Creator with 1M+ followers across social
Alex Lieberman
Today's Agenda
60 Minutes to a Fully
Configured AI Co-Analyst
01
The Landscape & The Opportunity Where AI is and what fluency looks like
02
Screen a Deal from Open to Memo Hands-on with a real pitch deck
03
Configure Your AI Co-Analyst Plugin, customization, scheduled scans
04
Close & What's Next Recap, Q&A, Next Sessions
Section 01
The Landscape &
The Opportunity
Where We Are in AI
The Capability Curve
METR benchmark
10,000× increase in capability in 7 years. AI went from 4-second tasks to 10+ hour autonomous work.
The Stakes
The K-Curve: AI Fluency Creates a Value Gap
K-Curve
AI Fluency
The Genius Intern
Brilliant. Eager. Knows nothing about your firm — yet.
PILLAR 01
The Leash of Trust
Start short. Verify everything. As the intern earns trust, lengthen the leash and let them run.
PILLAR 02
Killer Onboarding
Hand them your context: thesis, benchmarks, past memos, tools. Treat AI like a new analyst on day one.
PILLAR 03
Process Mine
Watch what you do every day. Every repeated task is a candidate for the intern. The job is to find them.
The Path Forward
The AI Automation Spectrum
AI Automation Spectrum
In Practice
Deal Screening Across the Spectrum
Same workflow. Four levels of AI leverage. The human's job changes at every step.
HUMAN-DRIVEN
AUTONOMOUS
LEVEL 01
Fully Human
Human: reads every CIM cover-to-cover, keys data into the tracker, Googles founders & comps, drafts every memo in Word.
AI: none.
TIME / DEAL
45 min – 5 hrs
CAPACITY
~1,000 deals / yr
HUMAN IS THE
Producer
LEVEL 02
AI-Light
Human: decides which deals to run, reads decks with the summary as a map, adds judgment, edits the memo.
AI: extracts financials, lists risks, drafts memo & pass emails when invoked.
TIME / DEAL
15 min – 2 hrs
CAPACITY
~1,500 deals / yr
HUMAN IS THE
Orchestrator
LEVEL 03
AI-Heavy
Human: verifies flagged items, stress-tests assumptions, overrides ~20% of calls, makes the judgment.
AI: parses CIMs on arrival, pulls comps & prior history, writes the draft memo, updates the tracker.
TIME / DEAL
5 – 45 min
CAPACITY
~2,000 deals / yr
HUMAN IS THE
Editor & Judge
LEVEL 04
Autonomous Agent
Human: weighs in on low-confidence deals, holds authority on LOIs, budget, and final IC decisions.
AI: ingests from every source, auto-passes 60–70%, books intro calls, reopens passes when news hits.
TIME / DEAL
0 – 15 min
CAPACITY
~5,000 deals / yr
HUMAN IS THE
Exception Handler
5× the deal volume, same headcount — and dramatically better attention on the deals that actually matter.
What We're Building Today
One Deal, Ten Steps, Fully Configured
CORE WORKFLOW
1
Set Up Your Workspace & Data Room
2
Upload Deck & 60-Second Read
3
Research the Market
4
Produce a Screening Memo
5
Turn Your Process Into a Skill
6
Install the Deal Analyst Plugin
7
Re-Run the Screen
EXPERT / BONUS
8
Connect Your Tools
9
Set Up a Scheduled Scan
10
Hard Mode Extensions
Key Concept
What's a Skill?
WITHOUT A SKILL
You walk the intern through it every single time:
"First read the deck..."
"Now pull out the metrics..."
"Research the market..."
"Write it up in this format..."
Re-explain the process from scratch. Every. Time.
WITH A SKILL
You hand the intern a one-page playbook:
"Screen this deal."
They know the steps, the format, the benchmarks, the standards. One command, full workflow.
📄
Persistent
Lives in your project, works across sessions
🔁
Reusable
One command triggers the whole workflow
✏️
Editable
Refine the playbook over time
🤝
Shareable
Hand it to a colleague, same process
A skill is a written playbook — you teach the process once, then invoke it forever.
Key Concept
Skill vs. Plugin
SKILL
A checklist for one job
Step-by-step instructions your AI follows to complete a specific task. You built one in Step 5.
INTERN ANALOGY
"Here's the SOP for screening a deal — follow these steps."
EXAMPLES
Screen this deal
Write an IC memo
Monitor the portfolio
vs
PLUGIN
The full onboarding package
Identity, domain knowledge, benchmarks, and standards — plus every skill bundled together.
INTERN ANALOGY
"Here's everything about how we do things at this firm — the benchmarks, the frameworks, and every SOP."
WHAT'S INSIDE
Analyst identity & role
Benchmark data & deal archetypes
All your skills, bundled & connected
A skill is one job. A plugin is the whole analyst — trained, opinionated, and ready to run any job you give it.
Under the Hood
What the 3i Deal Analyst Plugin is
INPUTS
Pitch decks · CIMs · Financials · Data rooms
THE PLUGIN
3i Deal Analyst
3 specialized skills · grounded in your materials + live research
OUTPUTS
Screening memos · IC write-ups · Board prep · LP reports
SKILL 01
Deal Screening
First-look evaluation from a pitch deck or CIM.
YOU SAY
"Screen this deal."
YOU GET
Bull/bear case · key metrics · risk flags · go/no-go
SKILL 02
Investment Memo
Full IC-ready write-up after initial screening.
YOU SAY
"Write an investment memo."
YOU GET
Exec summary · market & financials · valuation · risks
SKILL 03
Portfolio Monitor
Ongoing tracking of companies in the portfolio.
YOU SAY
"Prep me for the board meeting."
YOU GET
Traffic-light dashboard · variance · LP-ready summaries
DEAL LIFECYCLE COVERAGE
SOURCING & SCREENING
DILIGENCE & IC
HOLD & REPORTING
What You Just Built
One Hour Ago, You Had None of This
A Deal Pipeline project
A connected workspace
Your tools wired in
An investor-grade plugin
A screening memo on your machine
A scheduled task running weekly
That's real infrastructure — not just knowledge.
The 3-Session Arc
What's Next
TODAY
Primer: AI as Your Co-Analyst
Set up, screen a deal, configure your toolkit
NEXT
Workshop 1: Deep Diligence
Bring your own deal — full memo, model interrogation, diligence Qs
FINAL
Workshop 2: Portfolio Operations
Monitoring, board prep, LP reporting