3 models have responded to the "Advanced Investment Memo (IC Memo)" challenge. Compare their approaches side-by-side on RIVAL. This response is part of RIVAL's open dataset of 5,600+ AI model responses.
Glm 5's response to the 'Advanced Investment Memo (IC Memo)' challenge.
You are writing an internal investment committee memo for a long/short equity fund. Company (fictional): LedgerLift (ticker: LLLT) – B2B spend management + AP automation SaaS for mid-market enterprises. Use only the information below. Do NOT browse the web. This is a fictional exercise, not investment advice. DATA - Current share price: $46 - Shares outstanding (basic): 190m - Net cash: $1.4B - FY2023 revenue: $560m - FY2024 revenue: $680m - FY2025 revenue: $820m - FY2025 gross margin: 78% - FY2025 operating margin: 18% - Revenue mix: 92% subscription, 8% services (services GM ~25%, subscription GM ~82%) - Customer KPIs: 6,200 customers; ARPA ~$132k; logo churn 6%/yr; gross retention 94%; NRR 123% - CAC payback: 18 months; S&M as % of revenue: 34% in FY2025 - Concentration: top 10 customers = 16% of revenue; top 1 = 3% - D&A: 2.5% of revenue - Capex: 3.0% of revenue - Net working capital investment: 1.0% of incremental revenue - Cash tax rate: 23% VALUATION ASSUMPTIONS (build 2026-2030 forecasts) Base case: - Revenue growth: 21%, 18%, 15%, 13%, 12% - Gross margin: 79%, 80%, 80%, 81%, 81% - Operating margin: 20%, 22%, 24%, 25%, 26% - WACC: 10%, terminal growth: 3% Bull case: - Revenue growth: 25%, 21%, 18%, 15%, 13% - Gross margin: 80%, 81%, 82%, 82%, 83% - Operating margin: 21%, 24%, 26%, 28%, 29% - WACC: 9%, terminal growth: 4% Bear case: - Revenue growth: 16%, 13%, 11%, 10%, 9% - Gross margin: 78%, 78%, 79%, 79%, 80% - Operating margin: 17%, 18%, 19%, 20%, 21% - WACC: 12%, terminal growth: 2% COMPS (fictional peer set) - Peer A: EV/NTM Revenue 9.0x, EV/NTM EBIT 35x - Peer B: EV/NTM Revenue 7.0x, EV/NTM EBIT 28x - Peer C: EV/NTM Revenue 11.0x, EV/NTM EBIT 42x Use the median multiple as your comps anchor, but explain adjustments. TASK Write a pro-level IC memo with: 1) Recommendation (Long/Short/Pass) + 12-month PT range + 2-sentence thesis 2) Business + why it wins / why now 3) KPI quality check (NRR, churn, CAC payback, concentration) and what could be wrong 4) Base/Bull/Bear model: show a compact table for 2026-2030 revenue, EBIT, and unlevered FCF; compute DCF EV, equity value, and implied value per share for each scenario (show key steps, not every line) 5) Comps cross-check: implied EV and per-share range using median multiples 6) Catalysts (3), Risks (5), and "what would change my mind" (3 falsifiable triggers) 7) 10 diligence questions for management Keep the memo under ~1,200 words, excluding tables.
MEMORANDUM
TO: Investment Committee FROM: [Analyst Name] DATE: October 26, 2023 SUBJECT: LedgerLift (LLLT) – Short Recommendation
Recommendation: SHORT 12-Month Price Target Range: $25.00 – $30.00 (Base Case: $27.85)
Thesis: LedgerLift exhibits classic "growth trap" characteristics where the market is extrapolating historical hypergrowth while the forecast deceleration to sub-20% growth in FY27 and beyond fails to justify the current 9x EV/Revenue multiple. Even assuming a bullish operational turnaround, the intrinsic value remains below the current trading price, offering a favorable risk/reward to the downside.
LedgerLift is a pure-play B2B spend management and AP automation provider targeting the mid-market enterprise. The core value proposition is automating the " procure-to-pay" cycle, replacing legacy on-premise ERPs and manual workflows.
Why it Wins / Why Now:
The Good:
The Bad / What Could Be Wrong:
We utilized a 5-year Unlevered Free Cash Flow projection (2026–2030) to derive Enterprise Value.
Forecast Assumptions (Revenue & EBIT Margin):
| Metric | Case | 2026 | 2027 | 2028 | 2029 | 2030 |
|---|---|---|---|---|---|---|
| Rev ($M) | Base | 992 | 1,171 | 1,346 | 1,521 | 1,704 |
| Bull | 1,025 | 1,240 | 1,463 | 1,682 | 1,901 | |
| Bear | 951 | 1,075 | 1,193 | 1,312 | 1,430 | |
| EBIT Margin | Base | 20% | 22% | 24% | 25% | 26% |
| Bull | 21% | 24% | 26% | 28% | 29% | |
| Bear | 17% | 18% | 19% | 20% | 21% |
Unlevered FCF Calculation (FY2030 Terminal Year Example - Base Case):
Valuation Output:
| Scenario | WACC / T. Growth | Terminal UFCF | EV ($B) | Equity ($B) | Implied Price |
|---|---|---|---|---|---|
| Base | 10% / 3% | $315m | $3.89 | $5.29 | $27.85 |
| Bull | 9% / 4% | $398m | $6.48 | $7.88 | $41.47 |
| Bear | 12% / 2% | $219m | $1.76 | $3.16 | $16.63 |
Note: Equity Value = EV + $1.4B Net Cash.
Peer Set:
Valuation Implied by Comps:
Adjustment: We apply a 20% discount to the median multiple (7.2x Rev). Rationale: LLLT’s growth is decelerating from 21% to 12% over the projection period, significantly slower than the high-growth peer set implied by the 9-11x range.
Cross-Check Conclusion: While comps suggest the stock is fairly valued if it maintains premium multiples, the DCF reveals the structural overvaluation relative to cash generation. As growth decelerates, the multiple will compress, making the DCF the primary valuation anchor.
Catalysts (Downside):
Risks (to Short Thesis):
What Would Change My Mind (Falsifiable Triggers):
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