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.
Gpt 5.3 Codex'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.
Recommendation: PASS (bias: valuation-risk skew to downside on intrinsic basis)
Current Price: $46
12-mo PT range (fair value): $30–$48 (midpoint ~$38)
2-sentence thesis:
LedgerLift screens as a high-quality vertical SaaS asset (92% subscription mix, 123% NRR, 6% logo churn, expanding margins), but intrinsic value under reasonable DCF assumptions lands materially below today’s price. Public comps support current levels, yet that support appears to require sustained premium multiples despite moderating growth and only mid-20s long-run operating margins; risk/reward is not clean enough for a high-conviction long or short today.
LedgerLift provides spend management and AP automation software to mid-market enterprises. The model is predominantly recurring subscription revenue (92%), with a smaller services component (8%) that likely supports implementation and adoption but dilutes blended gross margin (services GM ~25% vs subscription GM ~82%).
Why it wins
Why now (what is timely)
NRR 123%: Strong. Indicates meaningful expansion (seats, modules, pricing, payment volume-linked monetization).
Risk: Expansion can soften quickly in macro pressure if spend volumes or seat growth decelerate; NRR may be cyclically flattered.
Logo churn 6% / gross retention 94%: Good for mid-market cohort; suggests product relevance and workflow embedding.
Risk: Could mask bifurcation (high churn in smaller accounts offset by large-customer stability).
CAC payback 18 months: Solid for a business with this retention and GM profile.
Risk: Payback can be understated if services-heavy onboarding is subsidizing adoption or if payback excludes full overhead.
Concentration (top 10 = 16%, top 1 = 3%): Manageable; not extreme key-customer risk.
Risk: In downturn, top accounts can still drive abrupt net retention compression through downsell, even absent churn.
Key mechanics used for all scenarios
| 2026 | 2027 | 2028 | 2029 | 2030 | |
|---|---|---|---|---|---|
| Revenue | 992.2 | 1,170.6 | 1,346.2 | 1,521.2 | 1,703.7 |
| EBIT | 198.4 | 257.5 | 323.1 | 380.3 | 443.0 |
| Unlevered FCF | 146.1 | 190.7 | 240.3 | 283.5 | 330.7 |
| 2026 | 2027 | 2028 | 2029 | 2030 | |
|---|---|---|---|---|---|
| Revenue | 1,025.0 | 1,240.3 | 1,463.5 | 1,683.0 | 1,901.8 |
| EBIT | 215.3 | 297.7 | 380.5 | 471.2 | 551.5 |
| Unlevered FCF | 158.6 | 220.8 | 283.4 | 352.2 | 413.0 |
| 2026 | 2027 | 2028 | 2029 | 2030 | |
|---|---|---|---|---|---|
| Revenue | 951.2 | 1,074.9 | 1,193.1 | 1,312.4 | 1,430.5 |
| EBIT | 161.7 | 193.5 | 226.7 | 262.5 | 300.4 |
| Unlevered FCF | 118.4 | 142.4 | 167.4 | 194.4 | 223.0 |
| Scenario | WACC | g | PV of explicit FCF | PV of TV | DCF EV | + Net Cash | Equity Value | Implied /share |
|---|---|---|---|---|---|---|---|---|
| Base | 10% | 3% | 870 | 3,022 | 3,892 | 1,400 | 5,292 | $27.9 |
| Bull | 9% | 4% | 1,068 | 5,582 | 6,650 | 1,400 | 8,050 | $42.4 |
| Bear | 12% | 2% | 588 | 1,291 | 1,879 | 1,400 | 3,279 | $17.3 |
Read-through: Intrinsic value range is wide, but even bull DCF is below current price; current valuation embeds either better-than-bull operating outcomes, richer terminal economics, or persistent multiple support from peer sentiment.
Peer medians: EV/NTM Revenue = 9.0x, EV/NTM EBIT = 35x.
Using FY2026 as NTM anchor:
Revenue multiple approach:
EBIT multiple approach:
Simple 50/50 blend: roughly $44.8–$51.5/share
Adjustment discussion:
A modest discount to peer median is defensible due to (i) services mix drag vs purer software peers, (ii) moderate customer concentration, and (iii) growth expected to step down into low teens by period end. A premium could be argued from retention quality and margin expansion, but current price already captures much of that optimism.
LedgerLift is fundamentally strong, but at $46 the stock appears fully valued-to-overvalued on intrinsic cash flow assumptions and only reasonable on relative comps. With DCF/comps dispersion unusually wide, the prudent call is Pass pending clearer evidence on durability of >120% NRR and pace of free-cash-flow scaling.
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