4 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.
Gemini 3 Flash Preview'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.
To: Investment Committee From: Equity Research Team Date: October 26, 2023 Subject: Investment Recommendation: LedgerLift (LLLT)
12-Month Price Target Range: $58 – $76 (Base to Bull Case) Thesis: LedgerLift is a high-quality mid-market SaaS compounder with exceptional unit economics (123% NRR) and a clear path to operating leverage as it moves from high-growth to steady-state profitability. The market is currently underestimating the margin expansion potential inherent in its 80%+ subscription gross margins and improving CAC efficiency.
LedgerLift provides a unified B2B spend management and AP automation platform specifically tailored for mid-market enterprises ($100M–$1B revenue).
Why it wins:
| Metric ($M) | 2026E | 2027E | 2028E | 2029E | 2030E |
|---|---|---|---|---|---|
| Base Case Revenue | $992 | $1,171 | $1,346 | $1,521 | $1,704 |
| Growth (%) | 21% | 18% | 15% | 13% | 12% |
| Base Case EBIT | $198 | $258 | $323 | $380 | $443 |
| EBIT Margin (%) | 20% | 22% | 24% | 25% | 26% |
| Base Case UFCF* | $154 | $201 | $252 | $297 | $347 |
*UFCF Calculation: EBIT * (1-Tax) + D&A - Capex - NWC Inv. (Assumes 23% tax, 2.5% D&A, 3% Capex, 1% incremental rev NWC).
Terminal Value calculated via Gordon Growth Method.
| Scenario | DCF Enterprise Value | Net Cash | Equity Value | Per Share |
|---|---|---|---|---|
| Bull Case | $13,040M | $1.4B | $14,440M | $76.00 |
| Base Case | $9,620M | $1.4B | $11,020M | $58.00 |
| Bear Case | $5,640M | $1.4B | $7,040M | $37.05 |
Peer Universe Median: EV/NTM Revenue: 9.0x | EV/NTM EBIT: 35.0x
Valuation Note: LLLT currently trades at its peer median on revenue but at a premium on EBIT due to its superior NRR and margin profile. The DCF suggests the market is currently pricing in the "Bear Case" growth/margin profile, offering an attractive entry point for the "Base Case" trajectory.
Catalysts:
Risks:
"What would change my mind?" (Falsifiable Triggers):
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