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AI FINANCE BRIEF
Issue #48 · Friday, July 3, 2026 · Free Edition
How finance pros put AI to work — practitioner how-to, not news recaps.
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The desks pulling ahead aren't reading more AI news — they're wiring the week's signal into their workflow. Here's today's signal, framed for your desk.
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THE WORKFLOW
What moved in AI this week — and how a desk uses itLead: Could China Crash The Entire AI Trade? AI is moving from a markets story into a finance workflow. The desks pulling ahead are wiring it into research, monitoring, and reporting — not waiting for a vendor to package it. Here's the week's signal, framed for your desk. Why it matters for your desk: This is the week's AI shift framed for a desk, not a feed — the one item that removes manual work is the one to pressure-test first. On your desk: pick the one item below that touches a task you repeat weekly, and pressure-test where it removes manual work before you scale it anywhere. |
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🧑💼 PRO WORKFLOW
Turn any 10-K into a first-draft IC memoFor the desk · IC Memo & Diligence: A 10-K is 200 pages engineered to be exhaustive, not useful. Extract the decision, not the document. Build it: Wrap it: SEC EDGAR's free JSON API (no key, just a User-Agent header) pulls the latest 10-K; pipe the text + this prompt to your model. Schedule it to fire the morning after any portfolio name files. Why it matters for your desk: Run this on a real name this week — the workflow that removes the most manual work is the one to systematize first. AI STACK FOR THIS TASK | 🤖 Best model | A long-context reasoning model (Claude Opus or GPT-5 Thinking). A 10-K blows past small context windows — pick the biggest window and turn on 'extended thinking' so it reads the footnotes, not just the summary. | | 🗄 Where the data lives | SEC EDGAR full-text search (efts.sec.gov) + the free EDGAR JSON API (data.sec.gov — no key, just set a User-Agent header). Zero cost. |
Paste the filing (or its EDGAR URL), then run:
You are a senior investment analyst writing an investment-committee (IC) memo. I will paste a company's latest 10-K (or its EDGAR URL). Produce a structured first-draft IC memo with EXACTLY these sections:
1. BUSINESS MODEL — how the company actually makes money, in 3 sentences.
2. SEGMENT ECONOMICS — revenue mix, growth, and margin by segment (table).
3. CAPITAL ALLOCATION — capex / buybacks / M&A / debt and the trend.
4. RISK FACTORS — the 5 risks that actually matter (ignore boilerplate).
5. RED FLAGS — language, accounting, or disclosure items worth a second look.
6. THESIS — the bull case in 3 bullets.
7. VARIANT VIEW — where consensus could be wrong (your non-obvious take).
8. VALUATION FRAMING — the 2-3 metrics this name should be judged on and why.
9. DECISION — PASS / DILIGENCE / BUY-AT-PRICE + the one question that would change your mind.
Rules: cite figures with the page/section. If a number isn't in the document, write "not disclosed" — never estimate.
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First draft lands in ~6 minutes vs the 2-3 hours a memo takes from scratch. You spend your time on the variant view — the part that's actually yours. |
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📈 RETAIL DESK
Build your own daily watchlist scorer (your 'starter' dashboard)For the retail trader · Build Your Own Tools: You don't need a Bloomberg or a quant team to rank your watchlist every morning. A ~40-line script and a free LLM get you a starter version today. Why it matters for your trading: The point isn't a hot tip — it's a repeatable process with an invalidation level written down before you click. AI STACK FOR THIS TASK | 🤖 Best model | A code-capable model (GPT-5 or Claude) to write the script — paste its output into a FREE Google Colab notebook and hit run. No coding experience required; you're copy-pasting, not programming. | | 🗄 Where the data lives | Free price data via the yfinance Python package or stooq; free headlines via any ticker's RSS/news feed. Nothing paid. |
Run this to generate your starter scorer:
You are a Python tutor for a non-programmer. Write a single, well-commented Python script I can paste into a free Google Colab notebook that:
1. Takes a list of tickers I define at the top.
2. Pulls recent daily prices with yfinance (free).
3. Computes THREE simple, transparent signals per ticker: (a) price relative to its own 50-day moving average (a basic trend read), (b) 20-day price momentum (% change), (c) distance from the 52-week high.
4. Blends them into a single 0-100 'watchlist score' with EQUAL weights, and prints a table sorted high-to-low.
5. Explains, in comments, exactly what each signal means and its limitations so I understand it — this is a LEARNING tool, not investment advice.
Keep it under ~50 lines, use only free libraries, and tell me the one line to change to add my own tickers.
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Now you own a repeatable morning ranking you fully understand. When you'd rather have this done for you across 600 names with far deeper signals, that's exactly what a service like EPT does — but starting by building your own is how you learn what the score actually means. |
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◆ AI FOR YOUR FINANCE SEAT
One AI move + one copy-paste prompt for the finance leader's desk — the CFO seat first, then the seats you also wear. ~30 seconds each.
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◆ CFO · finance & operations economics
Every AI initiative should be framed as ROI, not novelty. The winning question is no longer 'can AI do this?' but 'what does this cost vs. save, and how fast does it pay back?' — AI can build that case for you.
Copy-paste prompt — Build the ROI case for an AI (or any) initiative
You are a finance business-partner. For the initiative below, produce a simple ROI case: one-time and ongoing costs, quantified benefits (time, headcount, error reduction, revenue), a payback-period estimate, and the top 2 risks that would kill the return. Mark every number I need to supply as [INPUT].
[describe the initiative]
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Why it pays off: Turns 'sounds good' into a defensible number you can take to the table. | |
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🔒 CSO — Turn a wish-list into a sequenced roadmap unlock in Pro →
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🔒 COO — Turn a goal into a runnable project plan unlock in Pro →
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🔒 The rest of today's brief is for Pro members
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🔭 SIGNAL CONVERGENCE 🔒 PRO
Where the signals converge — This is the part no single-source brief can fake: where independent intelligence streams — macro podcasters, the… unlock in Pro →
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🧰 BUILD IT 🔒 PRO
AI moves for finance teams — the rundown — The ranked, finance-relevant set from today's AI-intel synthesis. Each is a candidate to fold into research, diligence,… unlock in Pro →
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📊 MACRO-WITH-AI 🔒 PRO
Put the model to work on the macro read — Same extraction pattern, pointed at the macro tape: diff this week's Fed / data / guidance language against last week's… unlock in Pro →
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🖥 DECK & MEMO 🔒 PRO
From signal to a committee-ready note — Turn whichever move you acted on into a 3-bullet desk note: what it is, what it changes for our names, and the one… unlock in Pro →
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📈 STAY CURRENT 🔒 PRO
Be the analyst who shows up already current — Reviewers remember who makes their job easy. The analyst who walks in already across the week's AI shift — and has a… unlock in Pro →
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⚡ THE STACK 🔒 PRO
Everything you need this week — Curated tools + sources to wire this into your desk. unlock in Pro →
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🔒 THE DEEPER READ 🔒 PRO
Our edge on today's lead — the analysis, not the headline — The deeper read: The reason to care isn't the headline — it's the CONFLUENCE. The tape is converging on "mega-cap tech… unlock in Pro →
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👑 What you unlock with Pro
Everything above in full — for $14.99/mo
| ✓ All 7 locked workflows above in full — the exact prompts, code, and step-by-step build for each | | ✓ The searchable finance-prompt library — every prompt organized by task (valuation, IC memo, macro read, deck formatting, screening), 1-click copy | | ✓ The macro-with-AI playbooks + the deck & memo generators | | ✓ Career-leverage moves + the full curated tool stack | | ✓ The searchable archive of every past brief |
Why it pays for itself: One AI workflow that saves you a single billable hour a month covers a year of Pro. $14.99/mo is a rounding error against what a finance pro's hour is worth.
Upgrade to Pro →
30-day money-back guarantee — cancel anytime, no questions asked.
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🔒 Coming to Pro Want every brief pre-filled for your role? Tell us your role & industry once — we're rolling out personalized briefs so each one comes pre-filled with your context. Free, no account. Get on the early list: Set up personalization → |
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Next → Next issue: another live read from the AI-intel synthesis — what moved and how to apply it.
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Know an analyst who'd put this to work?
Forward this to one person on your desk. Refer 3 colleagues and we’ll send you our private finance-prompt vault — the exact prompts behind these workflows.
Refer & get the prompt vault →
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Know someone in finance who'd use this?
Forward it — takes 10 seconds, it's how we grow.
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AI Finance Brief · AI mastery for finance professionals & executives.
Educational how-to and tooling — not personalized investment advice. Not financial advice. No buy/sell calls. Past performance does not guarantee future results; do your own research (DYOR).
Produced with AI assistance and reviewed by a human editor before publication.
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