Portfolio

ADSK

Autodesk, Inc.

OPEN
Weight

2.0%

Return

0.0%

Avg Cost

$224.28

Current

$224.28

Why This Position Exists

Autodesk presents a compelling case for a new position based on a rigorous multi-lens analysis that converged on a structurally sound business trading at a valuation that dramatically underestimates its operational trajectory. The thesis assessment classifies ADSK as price-below-value with MEDIUM confidence, driven by a narrative-reality gap where the market's approximately 19x forward PE implies 5-8% EPS growth while the company delivers 20%+. The ensemble of 8 prediction markets collectively reinforces the thesis: the three near-term Q4 FY2026 markets project high probabilities of strong revenue guidance (68%), margin expansion to 38%+ (78%), and RPO growth exceeding revenue growth (70%), which would provide simultaneous evidence that the compressed multiple reflects narrative lag rather than rational pricing. The governance discount, estimated at approximately 35% of the narrative-reality gap, is more likely to narrow than widen: compensation reform disclosure has a better-than-even probability (57%), the CEO maintains a zero-selling posture (75% probability of no 10b5-1 plan), and the most existential competitive threat — AI BIM disruption — is assessed at only 5% probability with 0.97 model agreement. While the confirmed 2024 accounting manipulation and NRR non-disclosure represent genuine uncertainties, the weight of probabilistic evidence across 8 well-calibrated markets with consistently high model agreement (0.89-0.97) supports a position opening at this juncture.

Trigger: Initial thesis assessment (thesis-adsk-2026-02-21) generated on 2026-02-21 following completion of 7-lens multi-lens analysis (ADSK-2026-02-20) and 8-market prediction ensemble. Classification: price-below-value with MEDIUM confidence. Price implication: moderate upward pressure over 6-12 months.

Key Market Signals

Revenue guidance above $7.80B at 68% probability (HIGH weight) — strongest near-term de-escalation signal, directly contradicts market's embedded 5-8% growth expectations
DEF 14A compensation reform disclosure at 57% probability (HIGH weight) — most unresolved governance question, moderate tail risk if no reform disclosed
Q4 FY2026 non-GAAP margin at/above 38% at 78% probability (LOW weight) — supports margin expansion trajectory toward 41% target
RPO growth exceeding revenue growth at 70% probability (LOW weight) — critical NRR proxy, moderate tail risk if this relationship inverts
AECO sub-10% growth at only 13% probability (LOW weight) — supports revenue durability in largest segment
AI BIM certification by Dec 2027 at only 5% probability (MEDIUM weight) — near-unanimous dismissal of near-term existential competitive threat
Class action settlement by Dec 2026 at 38% probability (MEDIUM weight) — neutral catalyst, resolution could remove governance overhang but discovery could reveal broader issues
CEO 10b5-1 plan at 25% probability (LOW weight) — behavioral alignment signal supports continued insider conviction

Committee Verdict

The committee approves opening a position in Autodesk at the Kelly-derived weight of 2.16%, which represents the minimum viable position size within the portfolio framework. The Portfolio Analyst presented a well-evidenced case grounded in 8 prediction markets with unusually high model agreement (0.89-0.97 across all markets), a multi-lens analysis that converged across all 7 completed lenses, and a classification of price-below-value at MEDIUM confidence. The core thesis — that Autodesk's approximately 19x forward PE embeds 5-8% EPS growth while the company delivers 20%+ — is supported by near-term catalysts: a 68% probability of strong FY2027 revenue guidance, 78% probability of margin expansion to 38%+, and 70% probability that RPO growth continues outpacing revenue. The Risk Manager's Kelly computation produced a 2.16% weight after applying the standard quarter-Kelly conservative multiplier, a -0.20 tail risk discount for two markets with moderate tail risk flags, and a data quality multiplier of 0.863 derived from the two HIGH-weight markets. All five constraint checks pass with significant headroom: the position brings Technology sector exposure to 10.1% against a 30% cap, cash remains at 83.4% against a 5% floor, and position count increases to 6 against a 20-position limit. The Devil's Advocate raised three material concerns that the committee weighed carefully. The governance correlation risk — where comp reform, class action, and CEO selling markets are not independent and could fail simultaneously — is the most serious challenge, estimated at 10-15% probability. However, the quarter-Kelly sizing inherently protects against this scenario: a 2.16% position experiencing a 20-25% drawdown would represent approximately a 0.4-0.5% portfolio impact, which is manageable. The NRR opacity concern is valid but the RPO proxy (70% probability of continued outperformance) provides the best available mitigation, and the 30% probability of adverse resolution is already partially captured in the tail risk discount. The NTM growth distortion is the most substantive analytical challenge — organic growth of 8-9% narrows the apparent mispricing — but the margin expansion pillar provides independent EPS growth support that the NTM effect does not distort. The committee's overall assessment is that the thesis is of sufficient quality and the sizing is of sufficient conservatism to proceed. The position is essentially at the minimum position size threshold, which means the portfolio is expressing a measured view rather than a high-conviction allocation. If Q4 FY2026 earnings confirm the operational trajectory (revenue guidance, margins, RPO health), the committee would expect a subsequent thesis update and potential weight increase through the standard process. If earnings disappoint, the small position limits downside while the thesis would trigger a reclassification review.

Devil's Advocate

mixed

The thesis for Autodesk has genuine structural strengths: 8 well-calibrated prediction markets with consistently high model agreement (0.89-0.97), a multi-lens analysis that converged across 7 of 7 completed lenses, and an asymmetric risk profile where most near-term catalysts are de-escalation signals. The operational metrics are demonstrably strong, and the competitive moat appears intact for the assessment horizon. However, three material concerns prevent a thesis-robust assessment. First, the governance correlation risk is the single most important challenge — the thesis acknowledges that governance markets are correlated, and a cluster failure scenario (10-15% probability) would invalidate the price-below-value classification entirely. Second, the NRR opacity creates a hidden dependency that the thesis can only validate indirectly; if the RPO proxy fails, four signals cascade simultaneously. Third, the apparent mispricing is materially smaller once NTM effects are stripped out, reducing the margin of safety from 'dramatic' to 'moderate.' That said, the quarter-Kelly sizing at 2.16% provides meaningful protection — this is essentially the minimum viable position, which limits downside even in adverse scenarios. The position is small enough to survive the bear cases while providing exposure to a potentially material re-rating if the Q4 earnings and subsequent governance catalysts confirm the thesis. The sizing discipline, rather than the thesis strength alone, is what makes this acceptable.

Notable Dissent

The Devil's Advocate raised material concerns that the committee acknowledges but does not find decision-changing at this sizing level. The most serious challenge is the governance correlation risk: the comp reform (57%), class action (38%), and CEO selling (25%) markets are correlated rather than independent, and a governance cluster failure could invalidate the price-below-value classification entirely. The committee concurs that this risk is real and estimates it at 10-15% probability, but notes that the 2.16% position size limits the portfolio impact of this scenario to approximately 0.4-0.5%. The NRR opacity concern — that management's decision not to disclose NRR may itself be a negative signal — is analytically valid and represents the thesis's largest hidden dependency. However, the indirect validation through RPO dynamics (70% probability of continued outperformance) and the 93.2% subscription revenue base make a sub-100% NRR scenario inconsistent with observed metrics. The NTM growth distortion argument that organic growth of 8-9% narrows the apparent mispricing is the strongest analytical challenge and genuinely reduces the committee's conviction, but the margin expansion trajectory provides independent support for EPS growth above market expectations. The Devil's Advocate's overall mixed assessment is appropriate and the committee agrees that the sizing discipline, rather than overwhelming thesis strength, is what makes this position acceptable.

Monitoring Triggers

Re-evaluate immediately upon Q4 FY2026 earnings release (expected early March 2026) — this resolves three markets simultaneously (revenue guidance, margin, RPO) and is the single most important near-term catalyst

Re-evaluate upon FY2027 DEF 14A proxy filing (expected June-July 2026) — comp reform disclosure resolves the highest-weight governance uncertainty

Mandatory position review if ADSK price declines more than 15% from entry price — would trigger reassessment of whether the governance discount is deepening rather than narrowing

Re-evaluate if any class action discovery developments emerge that suggest manipulation scope broader than the known non-GAAP FCF timing issue

Mandatory review if CEO Andrew Anagnost files a Form 4 indicating establishment of a 10b5-1 selling plan — would shift the insider alignment assessment

Re-evaluate if Technology sector exposure exceeds 20% through combination of ADSK appreciation and other Technology position additions

Thesis staleness review: mandatory re-evaluation if no thesis update within 60 days of this decision (by April 25, 2026)

Position Details

Entry Date

Feb 24, 2026

Shares

9

Classification

price-below-value

Confidence

MEDIUM

Sector

Technology

Trades

1

Kelly Sizing Breakdown

EDGE

Classification
0.20
Confidence
×0.65
Data Quality
×0.86
Raw Edge: 0.1122

ODDS

Magnitude
1.5
Tail Risk
-0.20
Direction
×1.00
Adjusted Odds: 1.3000

KELLY

Raw Kelly
8.6%
Quarter-Kelly
×0.25
Conviction
×1.00
Final Weight: 2.2%

Trade History

DateActionSharesPriceWeightRationale
Feb 24, 2026OPEN9$224.280.0% → 2.0%Committee approved OPEN at 2.16%. MEDIUM confidence price-below-value with 8 active markets (0.89-0.97 agreement). Accounting scandal overhang creates narrative-reality gap at 19x forward PE while delivering 20%+ EPS growth.

Full Committee Transcripts (1)

Complete 4-step discourse records — expand each step to see the full reasoning from analyst, risk manager, devil's advocate, and committee chair.

Committee DiscourseFeb 24, 2026
Trigger: thesis assessment
Approved