Write a DCF assumptions narrative explaining why I've used the following 
inputs for [COMPANY NAME] in [INDUSTRY]. The explanation should be defensible 
to a skeptical investment committee.

WACC: [X%] — components: risk-free rate [X%], equity risk premium [X%], beta [X], 
debt cost [X%], D/E ratio [X%]
Terminal growth rate: [X%]
Revenue growth assumptions: Year 1 [X%], Year 2 [X%], Years 3-5 [X% avg], Terminal [X%]
Margin assumptions: [KEY MARGINS AND RATIONALE]

Identify the 5 biggest assumption risks in this financial model and explain 
what a bear case looks like for each:

Model overview: [DESCRIBE THE BUSINESS AND MODEL TYPE]
Key assumptions: [LIST THE CRITICAL ONES]
Industry context: [COMPETITIVE DYNAMICS, MACRO FACTORS]

I've built a 3-statement model for [COMPANY/DIVISION]. Write an executive summary 
(250 words max) that explains: what the model shows, the key value drivers, 
3 risks to the base case, and the implied enterprise value range.

Revenue (base case): [AMOUNT OVER X YEARS]
EBITDA margin trajectory: [FROM X% TO Y%]
CapEx assumption: [DESCRIPTION]
Implied EV: [RANGE]

Compare my base, bull, and bear case assumptions for [COMPANY] and explain 
the narrative story behind each scenario in terms a CFO can present to the board:

Base case: [KEY ASSUMPTIONS]
Bull case: [KEY ASSUMPTIONS AND WHAT GOES RIGHT]
Bear case: [KEY ASSUMPTIONS AND WHAT GOES WRONG]

Write a sensitivity analysis interpretation for this two-variable table. 
Explain what the output means in business terms and which cells represent 
the most likely and most dangerous outcomes:

Variable 1: [NAME, RANGE]
Variable 2: [NAME, RANGE]
Output metric: [WHAT THE TABLE SHOWS — EV, IRR, PRICE TARGET, etc.]
Key findings from the table: [YOUR INTERPRETATION]

Write an investment memo for [COMPANY NAME] recommending [BUY/SELL/HOLD] 
at [CURRENT PRICE] with a [12-MONTH PRICE TARGET] of [TARGET]. 
Structure: thesis (3 sentences), key value drivers (3 bullets), 
risks and mitigants (3 bullets), valuation summary, catalyst timeline.

Ticker: [TICKER]
Market cap: [VALUE]
Industry: [SECTOR]
Core thesis: [YOUR VIEW IN 1-2 SENTENCES]

Create a one-page investment summary ("tear sheet" format) for [COMPANY] 
that a portfolio manager can read in under 2 minutes and decide whether 
to request a deeper dive.

Include: Company overview, financials snapshot (Revenue, EBITDA, EPS), 
valuation multiples vs peers, investment thesis, key risks, and price target.

Financial data: [PASTE OR SUMMARIZE KEY METRICS]

Write the "bear case" section of an investment memo for [COMPANY]. 
Steel-man the argument against the investment — what would make this 
thesis wrong, what risks are underappreciated by the market, 
and what early warning signs should an investor monitor?

Company: [NAME]
Current consensus view: [BULLISH/NEUTRAL]
Risks I've identified: [LIST]

Draft a sector initiation note for [INDUSTRY SECTOR] explaining: 
current industry dynamics, headwinds and tailwinds for the next 12-18 months, 
our preferred positioning, and the top 2 names in our coverage.

Sector: [NAME]
Macro environment: [BRIEF CONTEXT]
Key theme: [WHAT'S THE DOMINANT NARRATIVE]
Coverage universe: [COMPANY NAMES]

Write the "why now" catalyst section of an investment memo for [COMPANY]. 
What specific events in the next [TIMEFRAME] could act as re-rating catalysts, 
and what probability would you assign to each?

Company: [NAME]
Upcoming events: [EARNINGS, PRODUCT LAUNCHES, REGULATORY DECISIONS, M&A]
Your view on probability: [ROUGH PERCENTAGES]

Write a budget variance analysis narrative for [DEPARTMENT/BUSINESS UNIT] 
for [PERIOD]. Explain the key variances, root causes, and management actions 
in language a non-finance executive can understand.

Budget: [KEY LINE ITEMS AND AMOUNTS]
Actual: [KEY LINE ITEMS AND AMOUNTS]
Explanation for major variances: [YOUR NOTES]
Tone: factual, not defensive

Create an executive summary for our [MONTHLY/QUARTERLY] financial review 
package. Cover: revenue performance vs plan, margin trends, cash position, 
3 key risks, and 2 opportunities for the next quarter.

Revenue vs plan: [AMOUNT AND %]
Gross margin: [ACTUAL VS PLAN]
Operating cash flow: [AMOUNT]
Key items management needs to decide: [LIST]

Write a financial narrative for the [CAPEX/HEADCOUNT/OPEX] budget proposal 
for [YEAR]. Justify the request in terms of business value, ROI, and risk 
of not funding it.

Request amount: [AMOUNT]
Business case: [YOUR RATIONALE]
Expected return or cost avoidance: [QUANTIFY]
Alternative if not funded: [DESCRIBE]

Draft a financial planning memo for the CFO recommending [SPECIFIC DECISION — 
e.g., accelerate hiring, delay capital project, pursue acquisition]. 
Include: financial impact analysis, strategic rationale, risks, and decision timeline.

Decision: [WHAT YOU'RE RECOMMENDING]
Financial impact: [DESCRIBE]
CFO's known concerns: [LIST]

Create a rolling 13-week cash flow forecast narrative explaining the 
key assumptions, risks to the forecast, and recommended liquidity actions 
for [COMPANY/BUSINESS UNIT].

Current cash position: [AMOUNT]
Forecast summary: [WEEKLY INFLOW/OUTFLOW PROJECTIONS IN BRIEF]
Key uncertainties: [LIST]

Explain why [COMPANY] is trading at a [PREMIUM/DISCOUNT] to its 
peer group on [EV/EBITDA / P/E / EV/Revenue] multiples. 
Structure the explanation around: business quality differences, 
growth differential, margin profile, and balance sheet.

Company multiple: [X]x
Peer median: [X]x
Company vs peers — key differences: [YOUR ANALYSIS]

Write a comparable company analysis interpretation. Based on the trading 
multiples below, derive an implied value range for [TARGET COMPANY] 
and explain the methodology and outliers.

Peer trading multiples (EV/EBITDA, P/E, EV/Revenue):
[PASTE YOUR COMP TABLE SUMMARY]

Target company metrics:
EBITDA: [AMOUNT]
Revenue: [AMOUNT]
Net income: [AMOUNT]

I'm using a precedent transaction analysis for [DEAL TYPE]. 
Explain why transaction multiples are higher than trading multiples, 
what control premium is appropriate for [INDUSTRY/TARGET SIZE], 
and how to adjust for deal structure differences.

Industry: [NAME]
Recent transactions: [LIST DEALS WITH MULTIPLES]
Target characteristics: [SIZE, GROWTH, MARGINS]

Walk me through the LBO value bridge for [ACQUISITION TARGET]. 
Explain how value is created from entry to exit through: debt paydown, 
EBITDA growth, and multiple expansion. Show the contribution of each driver 
in percentage terms.

Entry EV: [AMOUNT] at [X]x EBITDA
Exit assumptions: [YEAR, MULTIPLE, EBITDA AT EXIT]
Debt at entry: [AMOUNT AND STRUCTURE]
Projected EBITDA growth: [CAGR OVER HOLD PERIOD]

Critique this valuation. Identify the assumptions that look most aggressive, 
the comparables that don't belong in the set, and what a more conservative 
analysis would show.

Valuation summary: [PASTE OR DESCRIBE]
Comparable set used: [LIST]
Key assumptions: [LIST]

Write a post-earnings analysis note for [COMPANY] after [QUARTER] results. 
Structure: headline (beat/miss/in-line), key callouts from results vs consensus, 
guidance changes and implications, and updated outlook statement.

Actual results: [EPS, REVENUE, KEY METRICS vs CONSENSUS]
Management guidance: [WHAT THEY SAID]
Your change in view (if any): [REVISE UP/DOWN/HOLD]

Draft the "key takeaways" section of an earnings preview for [COMPANY] 
ahead of [QUARTER] results. Identify what the market is watching, 
consensus expectations, and our differentiated view.

Consensus estimates: [KEY METRICS AND AMOUNTS]
Our estimates vs consensus: [WHERE WE DIFFER]
Key debate in the stock: [WHAT INVESTORS ARE FOCUSED ON]

Write a model update note after revising estimates for [COMPANY]. 
Explain: what changed, why, and the updated price target with methodology.

Old estimates: [KEY LINE ITEMS]
New estimates: [KEY LINE ITEMS]
Reason for revision: [CATALYST — earnings, guidance, model cleanup]
Old price target: [AMOUNT]
New price target: [AMOUNT] using [METHODOLOGY]

Summarize this earnings call transcript and identify: 3 positive signals, 
3 negative signals, management's most important forward-looking statement, 
and any new risks mentioned.

Transcript excerpt: [PASTE KEY SECTIONS]
Company: [NAME]
Quarter: [PERIOD]

Write a "consensus vs reality" framing for [COMPANY]'s upcoming earnings. 
What does the market expect? What does our analysis suggest? 
And what's the asymmetric trade if we're right?

Market expectations: [CONSENSUS ESTIMATES AND SENTIMENT]
Our variant view: [WHERE WE DIFFER AND WHY]
Upside if we're right: [ESTIMATED PRICE MOVE]
Downside if wrong: [ESTIMATED RISK]

Write a Q&A prep document for [COMPANY]'s earnings call. 
Generate the 10 most likely analyst questions on [KEY TOPIC] 
and draft management-quality talking points for each.

Topic areas: [LIST — e.g., margin compression, revenue guidance, M&A strategy]
Company position: [BRIEF DESCRIPTION OF WHERE THE COMPANY STANDS]
Sensitive areas: [ANYTHING TO HANDLE CAREFULLY]

Draft the CFO opening remarks for [COMPANY]'s [QUARTER] earnings call. 
Cover: financial highlights, key drivers, guidance, and closing message. 
Tone: confident, specific, avoid hype.

Results summary: [KEY NUMBERS]
Guidance: [WHAT MANAGEMENT IS SAYING]
Narrative this quarter: [THE STORY — e.g., margin recovery, growth reacceleration]

Write a shareholder letter section explaining [STRATEGIC DECISION — 
e.g., acquisitions, buyback pause, restructuring, market exit] in a way 
that builds confidence rather than alarm. Be honest about the trade-offs.

Decision: [DESCRIBE IT]
Rationale: [WHY YOU'RE DOING IT]
Financial impact: [SHORT-TERM COST, LONG-TERM BENEFIT]

Create a financial FAQ document for [COMPANY] investor relations page. 
Answer the 8 questions most frequently asked by investors about 
[CAPITAL STRUCTURE/GUIDANCE/BUSINESS MODEL/SEGMENT].

Topics to cover: [LIST YOUR KEY INVESTOR QUESTIONS]
Current company position: [BRIEF FINANCIAL CONTEXT]

Draft a "non-deal roadshow" slide narrative for [COMPANY] targeting 
[INVESTOR TYPE — long-only, hedge fund, income-focused]. 
Cover: business overview, competitive moat, financial profile, 
investment thesis, and use of capital.

Company profile: [SIZE, SECTOR, KEY METRICS]
Target investor focus: [WHAT THEY CARE ABOUT]
Our key messages: [WHAT WE WANT THEM TO REMEMBER]

Frame a market entry analysis for [INDUSTRY/MARKET] using Porter's 5 Forces. 
For each force, rate it High/Medium/Low and explain the implication for 
profitability and competitive positioning.

Market: [DESCRIPTION]
Player type considering entry: [COMPANY PROFILE]
Timeframe: [SHORT-TERM / MEDIUM-TERM HORIZON]

Write a sector outlook for [INDUSTRY] covering the next 12 months. 
Include: macro tailwinds and headwinds, key valuation levels vs history, 
our preferred sub-sector/theme, and 2 key risks to monitor.

Current sector valuation: [MULTIPLE VS HISTORICAL AVERAGE]
Macro factors: [INTEREST RATES, COMMODITIES, REGULATION, etc.]

Analyze [MACRO FACTOR — e.g., rising interest rates, USD strength, 
oil price spike] and explain the second-order effects on [INDUSTRY/SECTOR]. 
Who benefits, who is most at risk, and what is the typical historical playbook?

Create a competitive landscape analysis for [COMPANY] vs its top 4 competitors. 
Compare: business model, revenue, margins, growth rate, market share, 
and key strategic differences. Conclude with positioning summary.

Company: [NAME]
Competitors: [NAME 1], [NAME 2], [NAME 3], [NAME 4]
Key metrics to compare: [LIST]

Write a risk factors section for [INVESTMENT THESIS / COMPANY ANALYSIS]. 
Cover: macro risks, industry-specific risks, company-specific risks, 
and execution risks. Rate each by probability and impact.

Investment thesis: [SUMMARY]
Known risks: [LIST WHAT YOU'VE IDENTIFIED]