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.
Gemini 3.1 Pro 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.
MEMORANDUM
TO: Investment Committee
FROM: [Analyst Name]
DATE: October 24, 2023
SUBJECT: LedgerLift (Ticker: LLLT) – Initiation of Coverage
Recommendation: SHORT
Current Price: $46.00
12-Month Price Target Range: $17.00 (Bear) – $28.00 (Base)
Thesis: LedgerLift is a high-quality SaaS business priced for a reality its cash flows cannot mathematically support. The market is valuing LLLT on a lazy EV/Sales multiple, ignoring that even under aggressive bull-case assumptions (sustained >20% growth, 29% operating margins, and a 9% WACC), intrinsic DCF value peaks at $42/share. As revenue growth naturally decelerates from 21% to the mid-teens and investors pivot their valuation framework from EV/Revenue to EV/FCF, LLLT faces severe multiple compression, offering an asymmetrical short setup with ~40% base-case downside.
LedgerLift provides B2B spend management and Accounts Payable (AP) automation software for mid-market enterprises. The platform consolidates procurement, expense management, corporate cards, and AP routing into a single pane of glass.
Why it wins: LLLT replaces fragmented, clunky legacy ERP modules (e.g., legacy Oracle/SAP AP tools) with a modern, consumer-grade UI. Its 94% gross retention rate proves the product is sticky; once integrated into a CFO’s daily ledger and payment rails, the switching costs are immense. Why now: The mid-market is undergoing a long-overdue CFO tech-stack modernization. High interest rates have forced mid-sized enterprises to optimize working capital and clamp down on rogue spend, creating a structural tailwind for AP automation.
Methodology & Key Steps:
Assumes steady deceleration in growth and moderate margin expansion.
| Metric ($M) | FY26E | FY27E | FY28E | FY29E | FY30E |
|---|---|---|---|---|---|
| Revenue (21% -> 12%) | 992 | 1,171 | 1,346 | 1,521 | 1,704 |
| EBIT (20% -> 26%) | 198 | 258 | 323 | 380 | 443 |
| UFCF | 146 | 191 | 240 | 284 | 331 |
Assumes flawless execution, hyper-resilient NRR, and elite margin leverage.
| Metric ($M) | FY26E | FY27E | FY28E | FY29E | FY30E |
|---|---|---|---|---|---|
| Revenue (25% -> 13%) | 1,025 | 1,240 | 1,464 | 1,683 | 1,902 |
| EBIT (21% -> 29%) | 215 | 298 | 381 | 471 | 552 |
| UFCF | 159 | 221 | 284 | 352 | 413 |
Assumes macro-driven NRR collapse and stagnant margin expansion.
| Metric ($M) | FY26E | FY27E | FY28E | FY29E | FY30E |
|---|---|---|---|---|---|
| Revenue (16% -> 9%) | 951 | 1,075 | 1,193 | 1,312 | 1,431 |
| EBIT (17% -> 21%) | 162 | 194 | 227 | 263 | 300 |
| UFCF | 118 | 142 | 167 | 194 | 223 |
Fictional Peer Median Multiples: 9.0x EV/NTM Rev | 35.0x EV/NTM EBIT
Applying the median comps to our FY26 Base Case:
Adjustment & Commentary: LLLT currently trades at ~7.4x NTM Base Revenue and ~37x NTM Base EBIT. While it looks slightly "cheap" on a peer top-line basis, the DCF proves that a 9.0x revenue multiple is fundamentally disconnected from the cash flows an 18-26% operating margin business generates. The market is pricing LLLT as if terminal margins will exceed 35% or terminal growth will stay >5%. As the market rotates from EV/Sales to EV/EBIT or EV/FCF, LLLT will re-rate downward toward the intrinsic $28 Base Case.
Catalysts for the Short (Downside):
Risks to the Short (Bull):
What Would Change My Mind (3 Falsifiable Triggers):
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