A Bank Co-Built the AI That Does Its Junior Analysts’ Work — Then Showed It Off to Investors
A Bank Co-Built the AI That Does Its Junior Analysts’ Work — Then Showed It Off to Investors“Research companies. Analyze financial data. Build presentations.” OpenAI wrote that on the launch page. It’s also the whole job of a first-year analyst.
OpenAI just launched ChatGPT for Financial Services. It does the grunt work of junior investment bankers — the research, the spreadsheets, the slides. Two banks, Morgan Stanley and Evercore, helped build it. Those junior bankers cost $150K+ a year. The model under the tool rents for about $30 a month.
A bank didn’t get disrupted. It built the disruption, put its logo on it, and announced it to investors. Here’s CNBC’s writeup for the straight version.
🧩 Plain words for the finance jargon
| Term | What it actually means |
|---|---|
| Junior analyst | The 22–25 year old who works 80–100 hour weeks on spreadsheets and slides. Paid about $150K all in. |
| Pitchbook | The thick slide deck a bank shows a client to win the work. Analysts build these overnight. |
| Financial model | A giant Excel sheet guessing what a company earns for years ahead. One typo can lose a deal. |
| LBO | Leveraged buyout — buying a company mostly with borrowed money. Brutal math, standard template. |
| M&A | Mergers and acquisitions — one company buying another. Bankers get paid advising both sides. |
| Evercore | A smaller elite advisory bank. It helped build the tool too. |
📰 What OpenAI actually launched
The short version: this isn’t regular ChatGPT. It’s wired into the pricey data banks already pay for.
OpenAI unveiled ChatGPT for Financial Services. It runs on their newest model, GPT-6 Astra. Morgan Stanley and Evercore are listed as “design partners,” which means they helped build it.
Here’s the part that matters. It plugs straight into the expensive data feeds bankers live on — LSEG for market data, PitchBook, Daloopa, and Crunchbase.
So it doesn’t just write. It pulls real earnings numbers, then outputs a PowerPoint deck in the bank’s own template.
Research the company. Pull the data. Build the slides.
That’s a first-year analyst’s whole night. 
🕰️ The deal juniors were sold for years
For decades the trade was simple, and everyone knew it:
- You’re 23 and hungry. You take the analyst job.
- You work insane hours on repetitive spreadsheets and slides.
- You suffer two years, then get promoted or jump to a fund and get paid.
Morgan Stanley spent years telling juniors the hours build character.
Then they called OpenAI.
🍳 The one analogy that lands it
Picture a restaurant owner who buys a robot chef. Fine, normal, it’s 2026.
Now picture them calling the whole kitchen staff out front to announce the new “efficiency partnership” — while the robot plates dinner behind them.
The bank didn’t hide the robot. It gave it a name and a podium.
🗣️ What the press release meant in plain words
OpenAI’s line is that the tool helps analysts, not replaces them. Here’s the same thing translated.
| What they said | What they meant |
|---|---|
| “Taking the grind off our analysts” | The grind was the job |
| “Doing more with less” | That word less |
| “Starting where the pain was worst” | Read: where the salaries were fattest |
“Helps, not replaces.” That’s what everyone says right up until the hiring freeze.
🧾 The numbers, stacked side by side
No opinion. Just the receipts.
- Analyst base pay: ~$110,000
- All in with bonus: ~$150,000–$200,000 a year
- A big bank’s analyst class: dozens to 100+ hires
- The data feeds: the bank already pays for them
- Renting the raw GPT-6 Astra model yourself: ~$30 a month
One of those numbers is not like the others.
🎯 The part that makes your jaw drop
Most companies hide when they automate staff. They call it restructuring and dump the news on a Friday.
Morgan Stanley co-built the thing, named it, priced it, and held a press conference.
That’s not a product launch. It’s a severance package with a logo.
🌊 Why this doesn't stay on Wall Street
Banking is the test kitchen. If a top bank can automate its own juniors and the stock goes up, every “smart person with a spreadsheet” job is next.
- Law — junior associates doing document review
- Consulting — analysts building the same decks
- Accounting — first-years reconciling the same statements
The playbook just got published. Give it 24 months.
The Robot Builds the Pitchbook Now. So What Do You Do Tonight? (⊙_⊙)
Being near the blast and being displaced by it are two different seats. This tool opens gaps as fast as it shuts doors. Below are five seats nobody’s fighting for yet. The suits haven’t clocked these — you have.
🤝 Make bank-quality decks for firms Goldman won't call back
Small firms ($10M–$100M revenue) need real pitchbooks to raise or sell. Goldman ignores them, and Morgan Stanley’s tool is locked behind a license they’ll never buy.
You run the cheap model, check the output by hand, and deliver the deck.
WHO: a finance grad with a $20 ChatGPT plan.
WHERE: cold-DM small-firm CFOs on Upwork and LinkedIn.
$RESULT: $3K–$10K per deck. Two a month = $6K–$20K.
First step tonight: put up an Upwork profile with one line — “investor decks, bank quality, small-firm price.” First client usually in 3–5 weeks; the window’s open 12–18 months.
✅ Get paid to catch the AI's made-up numbers before they ship
AI models hallucinate — they invent facts that look real. In finance, one fake number gets someone fired or sued.
Boutique banks using these tools will need a human to check every figure. That’s you.
WHO: an ex-analyst with a CFA.
WHERE: pitch small advisory shops directly.
$RESULT: $500–$1,500 per deck review. Five a week = $10K–$30K/month.
First step tonight: message five boutique shops — “I audit your AI decks before they embarrass you.” First contract in 2–4 weeks; demand grows for 2–3 years.
🌿 Serve the founders big banks' compliance won't touch
The tool starts with mainstream banking. Cannabis, crypto, defense, and adult-industry founders get walled out — compliance won’t touch them, so the shiny AI won’t either.
They still need models and decks. You serve the outcasts.
WHO: a freelancer who’ll build what “respectable” tools refuse.
WHERE: LinkedIn and niche Discords.
$RESULT: $5K–$15K per project. Two a month = $10K–$30K.
First step tonight: DM one cannabis or crypto founder with a fundraising-model offer. First client in about a month; the niche is the moat, so it stays open for years.
📐 Sell the Excel kit that makes a cheap AI fill it right
Morgan Stanley’s build cost a fortune. But the output — a standard LBO model — runs the same math every time.
Package a killer Excel template plus the exact prompts, and sell it to broke students and small-shop analysts.
WHO: a finance student.
WHERE: sell on Gumroad, market in finance subreddits.
$RESULT: $49–$149 a pack. 200 sales = $10K–$30K, mostly passive.
First step tonight: post your template pack on Gumroad — setup takes 20 minutes. Sales in days; copycats flood in by ~6 months, so build the email list early.
🛡️ Sell laid-off analysts a list of shops still hiring humans
Some boutique PE firms and family offices will publicly refuse AI research — “real humans, real work” becomes their pitch.
Those shops still hire displaced analysts. Map them, sell the shortlist to the people just automated out.
WHO: anyone with Google Alerts and a Substack.
WHERE: post in finance job forums.
$RESULT: $29/month list. 400 subscribers = ~$11,600/month.
First step tonight: set a Google Alert for firms promising human-only research, start a Substack. First 50 subs in 2–3 weeks; ~18-month window before a free version shows up.
🛠️ Where to go next
| If you want to… | Do this |
|---|---|
| Understand what got automated | Read the CNBC breakdown |
| Learn what a pitchbook is | Investopedia: Pitch Book |
| Get finance-credible fast | CFA Program or free Corporate Finance Institute courses |
| Sell your first template | Set up a Gumroad store tonight |
| Find your first client | Cold DM 20 CFOs on LinkedIn |
Quick Hits
| You want… | Do this |
|---|---|
 The receipts |
Read the CNBC story |
 Know the tool |
Skim OpenAI’s enterprise page |
 Earn on the flip |
Start with the QA Pass or the Middleman above |
 Sell the kit |
Gumroad + a good Excel template |
 Serve the outcasts |
DM one cannabis/crypto CFO this week |
A 24-year-old just learned their $150K salary is now a $30-a-month line item. Announced at a press conference. Hosted by their boss.
!