Mr. Jason💡 Profile picture
Mar 19 11 tweets 10 min read Read on X
🚨BREAKING: The book you have been postponing for 3 years can be finished in 48 hours.

The only thing that was stopping you was not knowing these 9 Claude prompts:

(Bookmark 🔖 before they realize) Image
PROMPT 1: THE IDEA VALIDATOR

You are a Senior Publishing Strategist at Penguin Random House with 20 years of identifying books that sell before a single word is written.

My Book Idea: [YOUR IDEA]
My Background: [YOUR EXPERTISE]
Target Reader: [WHO NEEDS THIS]
My Goal: [INCOME, AUTHORITY, OR IMPACT]Validate my concept using this framework:

Market Demand Test:
Is there proven reader hunger for this topic right now
What are the top 10 books in this category missing completely
What gap exists that my book can own without competition

Concept Sharpening:
Refine my idea into one irresistible premise
Define the single transformation the reader walks away with
Identify the unique angle no existing book has taken

Title Generator:
Create 10 title options using proven bestseller formulas
Write a subtitle promising one specific life changing outcome
Recommend the strongest combination with honest reasoning

Publishability Score:
Rate my concept on market demand from 1 to 10
Rate my concept on uniqueness and differentiation
Rate my concept on my credibility to write it
Deliver an honest verdict with a clear next step
What to do next:Do not write a single word until your concept scores above 7 in every category.

The right idea written imperfectly still beats the wrong idea written perfectly. Validate before you create.
PROMPT 2: THE CHAPTER ARCHITECT

You are a Master Book Architect who has structured over 200 nonfiction bestsellers from raw ideas into life changing published works.

Book Title: [YOUR WORKING TITLE]
Core Promise: [THE TRANSFORMATION YOU DELIVER]
Target Reader: [WHO READS THIS]
Book Length: [20K SHORT OR 50K FULL]
Tone: [CONVERSATIONAL, AUTHORITATIVE, OR INSPIRATIONAL]
Design the complete book structure:

Opening Strategy:
Hook chapter that earns trust on the very first page
Origin story placement and emotional arc
Promise statement that makes closing the book feel impossible

Complete Chapter Outline:
Introduction with the problem and the promise clearly stated
Every chapter from one to final with its specific purpose
Each title written as a reader benefit not a topic label
One sentence summary of value delivered per chapter
Logical progression where every chapter earns the next one

Internal Chapter Blueprint:
Opening hook formula for every chapter without exception
Core teaching framework repeated consistently throughout
Story placement for maximum emotional impact per chapter
Key takeaway summary closing every chapter with clarity
Transition bridge pulling the reader forward every single time

Closing Strategy:
Conclusion creating momentum not just closure
Call to action extending the relationship beyond the last page
Final sentence living in the readers mind long after they finish

What to do next:
Print this structure and read it every morning before writing. A book without a clear architecture is just ideas pretending to be a journey. Build the blueprint before laying a single brick.
PROMPT 3: THE CHAPTER WRITING ENGINE

You are a World Class Ghostwriter who has written for New York Times bestselling authors across business, self help, and personal development.

Book Title: [YOUR TITLE]
Chapter Number: [CURRENT NUMBER]
Chapter Title: [CHAPTER NAME]
Chapter Promise: [WHAT THIS CHAPTER DELIVERS]
Core Teaching: [MAIN INSIGHT OR FRAMEWORK]
Personal Story: [YOUR RELEVANT EXPERIENCE]
Target Word Count: [2000 TO 5000 WORDS]
Write this complete chapter:

Opening Hook:
Begin with a scene, question, or statement creating instant tension
Pull the reader in before they realize they are reading
Make them feel the problem or possibility within three sentences

Problem Section:
Name the exact struggle this chapter was written to solve
Validate why capable people have not solved it yet
Raise the real cost of staying exactly where they are

Core Teaching:
Introduce the framework with complete clarity
Break it into numbered steps followable immediately
Plain language with zero jargon and maximum precision
Explain the why before the how every single time

Story Integration:
Place the story at the peak moment of tension
Connect the outcome directly back to the teaching
Write it specifically enough the reader sees themselves inside it

Implementation Section:
Three to five actions the reader can take before tomorrow
The most common mistake at each step and how to avoid it
What success looks and feels like once the action is complete

Chapter Close:
Summarize the single most important insight in one sentence
Create genuine anticipation for the next chapter
End with a line that echoes the original promise

What to do next:
Write every chapter without editing a single word. Finish the entire draft first then edit separately. The writer and the editor cannot share the same chair. One will always destroy the other if you let them sit down together.
PROMPT 4: THE STORY GENERATOR

You are a Master Storyteller who transforms complex ideas into stories so vivid that readers carry them for years after finishing the book.

Chapter Topic: [YOUR SUBJECT]
Concept to Illustrate: [THE IDEA NEEDING A STORY]
Reader Profile: [WHO READS THIS]
Emotional Goal: [INSPIRE, WARN, VALIDATE, OR MOTIVATE]
Generate powerful stories using this framework:

Personal Story:
Opening scene with sensory detail so specific it feels like memory
Moment of tension that changes everything
Decision made and action taken with full honesty
Result achieved and lesson extracted with clarity
Direct connection back to the readers own situation

Case Study:
Subject with a background the reader immediately recognizes
The problem faced before discovering the solution
Specific steps taken using the concept being taught
Measurable result in real numbers not vague claims
The transferable lesson the reader can steal immediately

Analogy Generator:
Five analogies making the concept clear in under ten seconds
Use everyday situations the reader has already lived
Test each against the concept for complete accuracy
Select the one creating the most powerful mental picture

Statistic Integration:
Three data points making the concept impossible to argue with
Frame every statistic as a story not a number
Connect every data point to something the reader already feels

What to do next:
Every abstract concept needs one story and one analogy before it earns its place on the page. Readers forget information the moment the book closes. They carry stories for the rest of their lives. Write accordingly.
PROMPT 5: THE INTRODUCTION WRITER

You are a Literary Agent who has guided over 100 first time authors from terrified to published and proud of every single word.

Book Title: [YOUR TITLE]
Your Story: [THE MOMENT EVERYTHING CHANGED FOR YOU]
Reader Problem: [THE EXACT PAIN YOUR BOOK SOLVES]
Book Promise: [THE TRANSFORMATION ON THE LAST PAGE]
Desired Feeling: [HOW READER FEELS AFTER THE INTRODUCTION]
Write the complete introduction:

Opening Statement:
First sentence stopping the reader completely in their tracks
Bold claim or uncomfortable truth creating immediate tension
Promise that this book holds the answer they stopped believing existed

Author Origin Story:
Where you were before you discovered what this book teaches
The defining moment splitting your life into before and after
Why your journey makes you the only person who could write this
What you achieved on the other side proving the path works

Reader Validation:
Name every frustration the reader arrived with before page one
Validate every reason they have not solved this problem yet
Make them feel so understood that putting the book down becomes impossible

Book Roadmap:
Chapter by chapter overview written as a benefit journey
What the reader will know think and feel differently after each section
The cumulative transformation building from first page to last

Commitment Statement:
What you promise to deliver without reservation in every chapter
What you ask the reader to bring to every page in return
The agreement between author and reader making the book work

Final Bridge:
One sentence making chapter one feel like the only logical next move
A transition so seamless the introduction feels like the beginning of everything

What to do next:
Write the introduction after the entire book is finished. You cannot introduce a journey you have not completed. Write it last and it will read like it was always meant to come first.
PROMPT 6: THE EDITING ENGINE

You are a Senior Editor at Harper Collins with 15 years of turning good manuscripts into books that permanently change the people who read them.

Chapter Text: [PASTE YOUR CHAPTER]
Book Tone: [CONVERSATIONAL, AUTHORITATIVE, OR INSPIRATIONAL]
Target Reader: [BEGINNER, INTERMEDIATE, OR ADVANCED]
Core Message: [THE ONE THING THIS CHAPTER MUST LEAVE BEHIND]
Edit across five dimensions:

Clarity Audit:
Every sentence requiring two reads gets rewritten once
Complex explanations simplified without losing depth
Jargon replaced with plain language carrying equal power
Every paragraph reduced to one clear undeniable purpose

Flow and Pacing:
Every section where momentum dies gets restructured
Paragraphs slowing the reader without earning it get shortened
Transitions added wherever the logic makes an unexplained jump
Reading rhythm adjusted to match the emotional arc of the chapter

Impact Enhancement:
Three weakest sentences rewritten completely from scratch
Strongest sentence identified and made even more powerful
Passive voice eliminated and replaced with direct active language
Opening and closing line of every paragraph elevated deliberately

Story Quality Check:
Every story assessed for the specific detail making it believable
Abstract concepts without examples flagged for immediate correction
Every story reconnected to the reader if the thread was lost in writing

Final Reader Test:
Does the chapter deliver exactly what it promised in line one
Will the reader feel they gained something specific and real
Is the call to action clear enough to act on before closing the page
Does the final sentence make the next chapter feel inevitable

What to do next:
Run every chapter through this prompt before calling the manuscript finished. First drafts prove you have something worth saying. Edited drafts prove you respect the reader enough to say it well. The edit is where the book actually gets written.
PROMPT 7: THE COVER BRIEF

You are a Creative Director at a top publishing house who has designed covers selling books before a single page is read by anyone.

Book Title: [YOUR TITLE]
Subtitle: [YOUR SUBTITLE]
Genre: [YOUR NONFICTION CATEGORY]
Target Reader: [WHO PICKS THIS UP]
Emotional Promise: [HOW THE COVER SHOULD MAKE THEM FEEL]
Competing Titles: [THREE BOOKS IN YOUR CATEGORY]
Design the complete cover brief:

Three Visual Concepts:
Safe concept fitting category expectations perfectly
Bold concept standing apart from every competitor on the shelf
Unexpected concept creating curiosity before the title is even read

Front Cover Specifications:
Title placement and visual hierarchy
Author name size and position relative to title
Color psychology matched to genre and reader emotion
Background and foreground for maximum contrast and clarity

Back Cover Structure:
Opening hook statement replacing the need to read further
Three benefit bullets written as outcomes not features
Author bio focused on credibility not career timeline
Endorsement placement for maximum trust if available

Thumbnail Test:
Legibility at Amazon thumbnail size on a phone screen
Color contrast standing out in a crowded category search
Title readable when reduced to the size of a postage stamp

Canva Build Prompt:
Exact prompt generating your concept immediately
Color hex codes for complete consistency across formats
Font pairing available in Canva free tier

What to do next:
Show the cover to five people matching your exact target reader. Ask one question only. What do you think this book is about. If their answer matches your promise the cover is working. If it does not the cover is costing you sales before the book is even opened.
PROMPT 8: THE LAUNCH PLAN

You are a Book Launch Specialist who has taken over 40 first time authors to Amazon bestseller status using lean budgets and sharp focused strategy.

Book Title: [YOUR TITLE]
Launch Date: [YOUR TARGET DATE]
Current Audience: [EMAIL LIST AND SOCIAL FOLLOWING]
Budget: [YOUR AVAILABLE AMOUNT]
Primary Goal: [BESTSELLER STATUS, AUTHORITY, OR INCOME]
Build the complete 30 day launch plan:

Week One: Foundation
Amazon listing written with keyword rich description that sells
Author page built with credibility focused biography
Launch team recruited from your warmest existing contacts
Advance copies distributed for early honest reviews
Social proof collected and ready before launch day arrives

Week Two: Momentum
Daily content counting down to launch with real behind the scenes
Podcast and media outreach sent with personalized pitches
Partnership activation with complementary audience owners
Email sequence warming your list toward the moment of launch
Anticipation content showing reader transformations in advance

Week Three: Launch Execution
Day one coordinated review push from your entire launch team
Amazon category selection optimized for highest ranking potential
Paid promotion activated on launch day only for maximum spike
Live event driving direct purchases in real time
Social proof flooding every platform simultaneously

Week Four: Sustainability
Evergreen content keeping the book visible long after launch week
Speaking and podcast bookings using your new author authority
Bundle and upsell creation converting book buyers into higher offers
Review generation system running automatically in the background

What to do next:
Treat launch week like the most important week your business will have this year. One week of coordinated focused effort creates six months of compounding organic momentum. Everything before launch week is preparation. Launch week is where the preparation either pays off or exposes what was missing.
PROMPT 9: THE MONETIZATION ARCHITECT

You are a Publishing Revenue Strategist who transforms books into complete business ecosystems generating ten times more income than book sales alone ever could.

Book Title: [YOUR TITLE]
Core Topic: [YOUR SUBJECT]
Target Reader: [YOUR AUDIENCE]
Existing Business: [YOUR CURRENT OFFERS]
Monthly Income Goal: [YOUR TARGET]
Design the complete monetization system:

Direct Book Revenue:
Pricing strategy across digital, print, and audio
Bundle combining book with a high value resource
Premium edition for your most committed readers
Bulk purchase offer for corporate and institutional buyers

Online Course:
Three teachable frameworks extracted from the book
Course structure going deeper than any chapter could
Pricing based on the transformation being delivered
Launch strategy targeting your existing book audience first

Coaching and Consulting:
Book positioned as the qualifier for your premium offer
Group coaching program built around the book framework
One on one offer for your highest intent readers only
Natural funnel taking book buyer to premium client

Speaking and Workshops:
Speaker one sheet built around your new book authority
Keynote derived directly from your book core message
Workshop curriculum for corporate and conference clients
Fee structure scaling from complimentary to premium

Community and Membership:
Paid community for readers wanting to go deeper
Monthly content extending the book conversation
Annual live event for your most committed members
Peer accountability turning readers into implementers

What to do next:
Your book is not the finish line. It is the starting gun. Every reader who finishes it is the warmest qualified lead you will ever have for everything else you build. The authors who create real wealth from books are never the ones who sold the most copies. They are the ones who built the most powerful ecosystem behind the cover.
I hope you've found this thread helpful.

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More from @jason_coder0

Mar 18
🚨BREAKING: Claude can now build you a full AI Threads influencer from scratch like a Top Professional creator consultant (for free).

Here are 11 prompts that take you from zero to a monetized account in 90 days: 👇

(Better save this 🔖 before it blows up.) Image
Image
1/ The Niche & Visual Style Finder

You are an AI social media strategist who has launched 50+ faceless Threads accounts. Rank the top 10 faceless AI Threads niches by monetization potential, audience size, and ease of production. For each, recommend the best AI visual style for posts. Then identify 3 competitor Threads accounts per niche with their stats and gaps I could own. End with a one-sentence positioning statement for my top pick.

My interests: [YOUR TOPICS]
2/ The AI Visual Style Blueprint

You are an AI art director for faceless Threads accounts. Create a detailed JSON-formatted visual style guide I can paste into any AI image tool to get consistent results. Include: art style, color palette, character design rules, line weight, shading, and atmosphere. Then write 10 reusable post visual prompts and a carousel/visual post style guide.

My niche: [TOPIC]
Accounts I like the look of: [1–3 EXAMPLES
Read 14 tweets
Mar 17
BREAKING: AI can now build financial models like Goldman Sachs analysts (for free).

Here are 12 Claude prompts that replace $150K/year investment banking work

Save this before your competitors do Image
1/ DCF Valuation Model

You are a Senior Analyst at Goldman Sachs. I need a complete DCF (Discounted Cash Flow) valuation model for [COMPANY NAME].

Please provide:

- Free cash flow projections: Next 5 years with growth assumptions
- WACC calculation: Cost of equity + cost of debt breakdown
- Terminal value: Both perpetuity growth and exit multiple methods
- Sensitivity analysis: How value changes with different assumptions
- Discount rate justification: Why we chose this WACC
- Key drivers: What makes cash flow go up or down
- Comparable companies: How our assumptions compare to peers
- Valuation range: Bull case, base case, bear case scenarios

Format as investment banking pitch book valuation page with clear formulas.

Company: [DESCRIBE COMPANY, INDUSTRY, FINANCIALS]
2/ Three-Statement Financial Model

You are a VP at Morgan Stanley. I need a complete three-statement model for [COMPANY NAME].

Please provide:

- Income statement: Revenue, costs, EBITDA, net income (5 years)
- Balance sheet: Assets, liabilities, equity (5 years)
- Cash flow statement: Operating, investing, financing activities (5 years)
- Link formulas: How statements connect (net income → cash flow → balance sheet)
- Working capital: How AR, inventory, and AP change
- Debt schedule: Principal payments and interest expense
- Key assumptions: Revenue growth, margins, capex as % of sales
- Error checks: Balance sheet balancing and circular references

Format as Excel-style model with formulas explained in plain English.

Company: [DESCRIBE BUSINESS, CURRENT FINANCIALS, GROWTH STAGE]
Read 15 tweets
Mar 16
🚨 BREAKING: AI can now design at Apple-level creative standards — for free.

Here are 9 Claude Opus 4.6 prompts that generate complete design systems, brand guidelines & 47+ marketing assets in under 6 hours 👇

Top designers are already using this.
Bookmark this thread 🔖 Image
Image
Claude Opus 4.6 just changed the game for designers.

It achieved 65.4% on Terminal-Bench 2.0, meaning it can analyze entire brand portfolios.

I spent 60 hours testing these prompts on real projects.

10 Prompts that actually deliver Apple-level design:
PROMPT 1: The Design System Architect

Act as Apple Principal Designer. Build a complete design system for [BRAND]. Include foundations: color system (primary, semantic, dark mode, contrast, usage), typography (9 levels, responsive scale, accessibility), 12-column grid, 8px spacing. Design 30+ components with states, anatomy, usage, accessibility, and code specs. Add patterns, design tokens JSON, principles, do’s/don’ts, and dev guide. Publish-ready.
Read 12 tweets
Mar 16
🚨 𝗕𝗥𝗘𝗔𝗞𝗜𝗡𝗚: Claude can now build your entire mobile app from a screenshot like a $350K senior developer at Apple. (for free)

Here are 8 insane Claude prompts replacing your entire mobile development team before they finish estimating the project cost:👇

(Save this 🔖 thread before it blows up.)Image
1/ HABIT TRACKER APP#ROLE:

Senior React Native developer specializing in behavioral psychology driven mobile applications with clean minimal interfaces and bulletproof streak logic.

TASK:
Build a fully functional habit tracking application that transforms daily intentions into automatic behaviors through streak mechanics and intelligent reminders.

STEPS:
Ask me for my target platform habit categories and visual style preference before writing a single line
Design the core interface with habit cards daily completion toggles and streak counters on the home screen
Build the streak engine tracking current streak longest streak and completion percentage for every habit
Implement smart notifications that adapt timing based on when the user most consistently completes each habit
Create the analytics dashboard showing weekly monthly and all time completion rates with visual progress charts
Add the habit creation flow with frequency settings reminder times and optional habit stacking logic

RULES:
Every interaction must feel instantaneous with no loading states visible during normal usage
Streak data must persist through app restarts crashes and device switches without loss
Notification logic must respect device quiet hours and user defined focus periods automatically
Visual hierarchy must communicate streak health at a glance without requiring any reading

OUTPUT:
Home Screen → Habit Creation Flow → Streak Engine → Notification System → Analytics Dashboard → Complete App
2/ SCREENSHOT TO APP

ROLE:
Senior Android and iOS developer who transforms any visual reference into production ready applications with pixel perfect fidelity and complete functionality.

TASK:
nalyze my screenshot or design reference and build a fully functional mobile application that matches every visual and interaction detail precisely.

STEPS:
Ask me to share my screenshot design file or detailed description along with my target platform before starting
Analyze every visual element extracting layout components navigation patterns color system and typography
Map every user flow identifying all screens transitions and interaction points visible or implied by the design
Build every screen implementing exact spacing colors fonts and component behavior from the reference
Wire all navigation connecting every screen with the transitions and gestures appropriate for the platform
Test every interaction confirming each tap swipe and input behaves exactly as the design implies

RULES:
Design fidelity is non negotiable and every deviation from the reference requires explicit approval before proceeding
Flag any ambiguous design decisions immediately rather than making assumptions that require expensive revisions
Every component must be built as a reusable element that maintains consistency across all screens
Platform conventions must be respected even when the design reference does not explicitly address them

OUTPUT:
Design Analysis → Component Inventory → Screen Build → Navigation Wiring → Interaction Testing → Production Ready App
Read 11 tweets
Mar 15
GOODBYE $500,000 McKinsey consultants forever.

Claude just replaced 6 weeks of strategy analysis into 8 minutes completely free.

Here are 12 prompts to go from completely clueless to completely boardroom-ready in every business decision: 👇

Top designers are already using this.
Bookmark this thread 🔖Image
1./ The MECE Issue Tree Builder

You are a strategy consultant breaking down a messy business problem into a clean, structured issue tree. Use the MECE principle (Mutually Exclusive, Collectively Exhaustive) so every part of the problem is covered exactly once with no overlaps.

Here is what I need:

- Problem statement: Rewrite my problem as one clear, specific sentence. Remove any vague or emotional language.
- MECE explained: Briefly tell me what MECE means, why breaking it leads to bad analysis, and how to check each branch.
- Level 1 branches: Give me 2 to 4 top-level categories that together cover 100% of the problem with zero overlap.
- Level 2 branches: Under each Level 1 category, give me 2 to 4 sub-issues that are also MECE and fully cover that category.
- Level 3 branches: For the most important Level 2 issues, go one level deeper into root causes or key questions to investigate.
- Overlap check: Point out any place where branches overlap and show me how to fix it.
- Gap check: Point out anything the tree misses and tell me where to add it.
- Priority call: Which branch most likely holds the root cause or the biggest opportunity, and why?
- Hypothesis per branch: For each Level 1 branch, write one clear guess about what the analysis will probably find.
- Visual layout: Describe the full tree structure clearly enough that I can rebuild it in PowerPoint or Miro right away.

Give me the full issue tree with all three levels, overlap and gap checks, and hypotheses for each branch.

My messy problem: [DESCRIBE YOUR BUSINESS PROBLEM IN ANY FORM]
2./ The Five Forces Industry Analyzer

You are a strategy consultant running a full Porter's Five Forces analysis for a client looking at a new market. Give me a complete, evidence-based picture of how attractive this industry is.

Here is what I need:

- Force 1, Threat of New Entrants: Look at capital needs, brand loyalty, regulations, scale advantages, distribution access, and how existing players would fight back. Rate it High, Medium, or Low with supporting evidence.
- Force 2, Supplier Power: Look at how many suppliers exist, switching costs, supplier concentration, risk of suppliers selling direct, and how much volume matters. Rate with evidence.
- Force 3, Buyer Power: Look at buyer concentration, price sensitivity, switching costs, risk of buyers making it themselves, and how standard the product is. Rate with evidence.
- Force 4, Threat of Substitutes: Look at what alternatives exist, their price and performance compared to ours, how easy switching is, and how willing buyers are to switch. Rate with evidence.
- Force 5, Competitive Rivalry: Look at number and size of competitors, how fast the industry grows, how different the offerings are, exit barriers, and cost structures. Rate with evidence.
- Industry attractiveness score: Give a weighted score from 1 to 10 across all five forces and explain what it means for profit potential.
- Dominant force: Which single force matters most for margins in this industry, and why it outweighs the rest?
- Action per force: For each force, give one specific move a smart company would make to reduce the threat or take advantage of it.
- Best position: Based on everything above, where is the most defensible and profitable spot in this market?

Format this as a consulting-style report with force ratings, evidence, and ranked recommendations.

Industry: [YOUR INDUSTRY OR MARKET]
My position: [ENTERING AS / COMPETING AS]
Read 15 tweets
Mar 14
🚨 𝗕𝗥𝗘𝗔𝗞𝗜𝗡𝗚: Perplexity Computer just became the most dangerous tool on a public market desk.

Perplexity started out as an AI search engine but their new product Computer turns it into an AI research analyst that does real work.

Here are 8 prompts that turn Computer into a full investment analyst with real-time filings, cited sources, and zero hallucinated numbers:👇

(Save it 🔖 now, thank yourself later)Image
1/ LONG/SHORT EQUITY THESIS

Task: Build a complete investment thesis for [COMPANY NAME / TICKER] with a 12-18 month time horizon.
Search and retrieve:

- Latest annual and quarterly filings (10-K, 10-Q)
- Analyst consensus estimates and recent revision direction
- Last 2 earnings call transcripts
- Recent news flow (past 90 days)
- Current valuation multiples vs. 5-year historical range and sector peers

Analysis framework:

1. Identify the variant perception: what does consensus currently believe vs. what the retrieved data actually shows
2. Build normalized earnings power in base, bull, and bear case with specific drivers sourced from filings
3. Map 3 catalysts with estimated timing that could close the gap between current price and intrinsic value
3. Construct valuation range using comparable company multiples and DCF cite the source for every input
5. Define entry, add, and exit conditions

Constraints: Every estimate requires a cited source. Flag where retrieved data contradicts management guidance. Separate what is priced in from what is not. Do not synthesize a bull case from press releases.

Output: Variant perception statement (2 sentences), earnings power table across 3 scenarios with sourced assumptions, catalyst calendar with probability weights, valuation bridge, position framework.
2/ EARNINGS QUALITY FORENSICS

Task: Run a comprehensive earnings quality assessment on [COMPANY NAME / TICKER] to determine whether reported earnings accurately reflect economic reality.

Search and retrieve:

- Last 5 years of income statement, balance sheet, and cash flow statement from SEC filings
- Recent auditor commentary or restatement history
- Any accounting policy changes disclosed in filing footnotes
- Comparable earnings quality data for 3 sector peers

Analysis framework:

1. Calculate Beneish M-Score: retrieve all 8 required variables from filings and flag any above manipulation warning thresholds
2. Accrual ratio trend: compare net income to operating cash flow across 5 years, flag widening gaps with specific filing citations
3. Revenue recognition signals: DSO trend, deferred revenue movements, channel stuffing indicators in distributor commentary
4. Expense management: SG&A and R&D as a percentage of revenue over 5 years, flag unusual compressions
5. Score earnings quality 1-10 with the specific retrieved data points driving the score

Constraints: Classify every metric as clean, yellow flag, or red flag. Reference retrieved industry norms when classifying outliers. Link every flag to a specific line item in a specific filing.

Output: M-Score table with sourced variable breakdown, accrual analysis with filing citations, 5 ranked quality flags, overall quality score with rationale.2
Read 11 tweets

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