
Analyst Benchmark
Prompt
You are acting as the lead analyst for an institutional long-only equity fund. You may ONLY use the information in this prompt. Do not use outside knowledge. Do not invent missing facts. Do not change the supplied probabilities. Do not create additional scenarios. Do not assume a catalyst occurs merely because it is widely discussed. Your job is to decide whether this company deserves further investment consideration. COMPANY Meridian Edge Systems (MES) Industry: Enterprise compute infrastructure Current share price: $50.00 Shares outstanding: 100 million Cash: $600 million Debt: $400 million CURRENT / FORWARD FINANCIAL INFORMATION 2025 revenue: $1.18B 2026 revenue: $1.36B 2027E revenue: $1.50B 2025 free cash flow: $118M 2026 free cash flow: $164M 2027E free cash flow: $200M 2025 operating margin: 10% 2026 operating margin: 13% 2027E operating margin: 15% Management's current 2027 guidance: Revenue: $1.46B–$1.54B Operating margin: 14%–16% IMPORTANT: Management's current guidance EXCLUDES the potential Project Atlas award described below. PEER VALUATION Peer median forward EV/Revenue: 4.5x Peer median forward EV/FCF: 30x ================================================== PROJECT ATLAS — POTENTIAL CATALYST ================================================== MES is one of two remaining finalists for a large cloud-infrastructure contract called Project Atlas. No contract has been signed. Management stated: "We are pleased to remain in the process, but investors should not assume an award until a definitive agreement has been executed." A viral social-media post says: "Meridian is one of two finalists, so it has a 50% chance of winning a $720M contract. That's basically $720M of additional revenue next year." Neither statement in that post should automatically be assumed correct. PROJECT ATLAS TERMS IF MES WINS: Total contract value: $720M Contract duration: 4 years Revenue is recognized evenly over the contract. Service would begin July 1, 2027. Therefore, if Project Atlas is signed: Annualized contract revenue: $180M per full year BUT only six months are recognized during 2027. Therefore: 2027 incremental revenue from Atlas = $90M 2027 incremental free cash flow from Atlas = $18M If Atlas is signed: 5 million performance warrants immediately vest. Therefore diluted shares outstanding become: 105 million shares If Atlas is NOT signed: shares outstanding remain: 100 million shares For the scenario valuation below: Cash remains $600M. Debt remains $400M. Do NOT add free cash flow separately to cash. Free cash flow is provided for financial analysis only. If Atlas is signed, the ending EV/Revenue multiple receives a +0.4x adjustment because the scenario framework assumes the signed multi-year backlog improves revenue visibility. This +0.4x adjustment is GIVEN. Do not invent another multiple adjustment. ================================================== CATALYST VARIABLE ================================================== Define: C = 1 if Project Atlas is signed. C = 0 if Project Atlas is not signed. If C = 1: Revenue adjustment = +$90M FCF adjustment = +$18M Share count = 105M EV/Revenue multiple adjustment = +0.4x If C = 0: Revenue adjustment = $0 FCF adjustment = $0 Share count = 100M Multiple adjustment = 0.0x ================================================== OPERATING SCENARIOS ================================================== These operating scenarios EXCLUDE Project Atlas before applying C. Do NOT change their probabilities. BEAR Probability: 30% Revenue before Atlas: $1.32B FCF before Atlas: $140M Ending EV/Revenue multiple before Atlas: 2.2x BASE Probability: 50% Revenue before Atlas: $1.52B FCF before Atlas: $205M Ending EV/Revenue multiple before Atlas: 3.8x BULL Probability: 20% Revenue before Atlas: $1.72B FCF before Atlas: $280M Ending EV/Revenue multiple before Atlas: 5.0x ================================================== CATALYST PROBABILITIES ================================================== IMPORTANT: Project Atlas is NOT statistically independent of the operating scenario. Use these supplied CONDITIONAL probabilities exactly: P(C=1 | BEAR) = 5% P(C=1 | BASE) = 25% P(C=1 | BULL) = 60% Therefore: P(C=0 | scenario) = 1 - P(C=1 | scenario) Do NOT replace these probabilities with 50% simply because MES is one of two finalists. There is no evidence that the two finalists have equal probabilities. ================================================== OTHER INFORMATION ================================================== Largest customer: 16% of revenue Top five customers: 48% of revenue MES stock performance: Last 3 months: +41% Last 12 months: +76% Industry index: Last 3 months: +16% Last 12 months: +29% Social-media mentions of MES: +310% during the past 30 days Options-implied volatility: increased from 34% to 57% Short interest: 8% of float A financial-news headline says: "$720M Atlas contract could transform Meridian." The article correctly identifies $720M as total contract value. It does NOT claim that $720M would be recognized in 2027. No definitive Atlas agreement has been announced. ================================================== VALUATION FORMULAS ================================================== For each scenario/catalyst combination: Adjusted Revenue = Scenario Revenue + ($90M × C) Adjusted FCF = Scenario FCF + ($18M × C) Adjusted EV/Revenue Multiple = Scenario Multiple + (0.4 × C) Enterprise Value = Adjusted Revenue × Adjusted EV/Revenue Multiple Equity Value = Enterprise Value + Cash - Debt Shares Outstanding = 100M + (5M × C) Share Price = Equity Value / Shares Outstanding ================================================== YOUR TASK ================================================== Analyze the case carefully. You must: 1. Calculate: - current market capitalization - current enterprise value - current EV / 2027E revenue - current price / 2027E FCF - current 2027E FCF yield 2. Explain exactly what the $720M Atlas headline means. Calculate: - full-year Atlas revenue - 2027 Atlas revenue - 2027 Atlas FCF contribution - catalyst dilution Explicitly determine whether: "$720M contract = $720M additional 2027 revenue" is TRUE or FALSE. 3. Calculate the SIX joint probabilities: BEAR / C=0 BEAR / C=1 BASE / C=0 BASE / C=1 BULL / C=0 BULL / C=1 Remember: P(Scenario AND C=1) = P(Scenario) × P(C=1 | Scenario) 4. Calculate the implied share price and return for ALL SIX outcomes. For every outcome show: Adjusted revenue Adjusted FCF Adjusted multiple Enterprise value Equity value Share count Share price Return from $50 5. Calculate: - probability-weighted expected share price - probability-weighted expected 12-month return 6. Calculate a second expected share price assuming: C = 0 in ALL scenarios. This is the NO-ATLAS expected share price. Then calculate: CATALYST EXPECTED VALUE PER SHARE = Expected price with Atlas probability minus Expected price assuming C=0 everywhere This is important. Do not confuse: headline contract value with expected per-share catalyst value. 7. Determine the unconditional probability of Atlas: P(C=1) using the supplied conditional probabilities and scenario probabilities. Do NOT use 50%. 8. Separate important statements into: FACT INFERENCE FORECAST SPECULATION 9. Specifically evaluate: - growth quality - valuation - customer concentration - recent price momentum - FOMO/hype - whether $720M is being misunderstood - dilution - catalyst probability - catalyst expected value - whether the catalyst materially changes the investment thesis - whether current valuation already offers an opportunity without Atlas 10. Identify at least 5 major risks. 11. Identify the strongest evidence AGAINST investing. 12. Identify the strongest evidence FOR investing. 13. Do NOT treat: - social-media popularity - being one of two finalists - the $720M headline - short interest as proof that Atlas will be awarded. 14. Do NOT automatically reject MES merely because its stock has risen. 15. Decide on exactly ONE final status: APPROVE_FOR_FURTHER_RESEARCH MORE_EVIDENCE_REQUIRED REJECT The decision must be based on the underlying business and expected risk/reward. The Atlas catalyst may influence the thesis. It must NOT replace the thesis. "No edge" is an acceptable conclusion. ================================================== OUTPUT EXACTLY IN THIS STRUCTURE ================================================== A. CURRENT VALUATION Market capitalization: Enterprise value: EV / 2027E revenue: Price / 2027E FCF: 2027E FCF yield: B. CATALYST MECHANICS Atlas total contract value: Atlas full-year revenue: Atlas 2027 revenue: Atlas 2027 FCF: Dilution if C=1: Is "$720M contract = $720M additional 2027 revenue" true? Answer: Explanation: C. JOINT PROBABILITIES BEAR / C=0: BEAR / C=1: BASE / C=0: BASE / C=1: BULL / C=0: BULL / C=1: Unconditional P(C=1): D. SIX-STATE VALUATION BEAR / C=0 Adjusted revenue: Adjusted FCF: Adjusted multiple: Enterprise value: Equity value: Shares: Share price: Return: BEAR / C=1 Adjusted revenue: Adjusted FCF: Adjusted multiple: Enterprise value: Equity value: Shares: Share price: Return: BASE / C=0 Adjusted revenue: Adjusted FCF: Adjusted multiple: Enterprise value: Equity value: Shares: Share price: Return: BASE / C=1 Adjusted revenue: Adjusted FCF: Adjusted multiple: Enterprise value: Equity value: Shares: Share price: Return: BULL / C=0 Adjusted revenue: Adjusted FCF: Adjusted multiple: Enterprise value: Equity value: Shares: Share price: Return: BULL / C=1 Adjusted revenue: Adjusted FCF: Adjusted multiple: Enterprise value: Equity value: Shares: Share price: Return: E. EXPECTED VALUE Probability-weighted expected share price: Probability-weighted expected return: No-Atlas expected share price: Catalyst expected value per share: Does Atlas materially dominate the 12-month investment thesis? Answer: Maximum 100 words. F. EVIDENCE CLASSIFICATION FACT: - ... INFERENCE: - ... FORECAST: - ... SPECULATION: - ... G. BULL CASE Maximum 5 bullets. H. BEAR CASE Maximum 5 bullets. I. BIGGEST RISKS Maximum 7 bullets. J. STRONGEST EVIDENCE FOR THE INVESTMENT Maximum 5 bullets. K. STRONGEST EVIDENCE AGAINST THE INVESTMENT Maximum 5 bullets. L. WHAT INFORMATION IS STILL MISSING Maximum 5 bullets. M. FINAL DECISION Status: [exactly one permitted status] Confidence: [0–100] Reasoning: Maximum 180 words. Do not change the required output format. Do not use external information. Do not invent missing data.