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.
Minimax M2.5'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.
INVESTMENT MEMO: LedgerLift (LLLT) Date: October 2025 Recommendation: LONG Target Price Range: $35 - $60 Base Case PT: $45 (Implied downside -2%); Bull Case PT: $60 (+30%)
We recommend a Long position in LedgerLift. The company is a best-in-class mid-market spend management platform exhibiting best-in-class net revenue retention (NRR 123%). While near-term valuation is full (trading at 7.4x NTM Rev), the business is positioned to compound at >15% annually. Current weakness presents an entry point, provided management sustains >120% NRR and controls churn in the volatile mid-market segment.
LedgerLift dominates the "middle market" (companies with $50M-$500M revenue) for AP automation and spend management. Its edge is twofold:
We model 2026-2030 using the assumptions provided. Key modeling notes: Unlevered FCF = EBIT(1-Tax) + D&A - Capex - Δ NWC. Tax rate is 23%.*
Table 1: Base/Bull/Bear Financial Summary (2026E-2030E)
| Metric | Scenario | 2026E | 2027E | 2028E | 2029E | 2030E |
|---|---|---|---|---|---|---|
| Revenue ($m) | Base | 992 | 1,171 | 1,346 | 1,521 | 1,704 |
| Bull | 1,025 | 1,239 | 1,462 | 1,681 | 1,900 | |
| Bear | 951 | 1,075 | 1,193 | 1,312 | 1,430 | |
| EBIT ($m) | Base | 198 | 258 | 323 | 380 | 443 |
| Bull | 215 | 297 | 380 | 471 | 551 | |
| Bear | 162 | 193 | 227 | 262 | 300 | |
| Unlevered FCF ($m) | Base | 146 | 191 | 240 | 284 | 331 |
| Bull | 159 | 221 | 284 | 353 | 413 | |
| Bear | 119 | 138 | 159 | 180 | 203 |
DCF Valuation Outputs:
Note: The current price of $46 implies the market is pricing in a scenario close to our Bull case or continued multiple expansion.
Using median peer multiples (EV/NTM Rev 9.0x, EV/NTM EBIT 35x):
Catalysts:
Risks:
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