Autodesk Inc (ADSK)

Investment Committee Summary

Investment Thesis

At $254 (25 August 2026) Autodesk trades on 20 times forward earnings and a mid-single-digit multiple of enterprise value to revenue, both clear discounts to the enterprise-software peer median. The market is pricing a seat-based licensing model whose growth decays and whose AI optionality is worth little. The engine differs in degree, not direction. A base case carrying roughly a third of the scenario weight, on low-double-digit growth and an operating margin of 42%, is offset by a comparable combined weight on recession and structural AI-disruption paths, so the probability-weighted value of $195 and the base-path target of $195 both land beneath the current price. Triangulated fair value of $208 leaves the shares trading rich to the anchor set, -18% against spot, and the overwhelming majority of Monte Carlo variance sits in the multiple rather than in the fundamentals — the cheapness against peers is a bet on the tape re-rating it. The balance sheet is close to unlevered at net debt of ~$0.1B. The rating is SELL. The single most damaging risk is AI-native design tooling breaking per-seat pricing, compressing earnings and multiple together toward a structural target below the 52-week low.

Narrative drafted 2026-08-16 by claude-opus-5 under supervision; reviewed by Marinus 2026-08-16.

The dashboard below is the whole argument on one page: spot ($254) against each valuation anchor, the scenario tree, technicals and the options-implied move.

Anti-Thesis (The Real Bear Case)

The structural bear does not require a recession — only that generative AI does to seat-based computer-aided design what it is already doing to adjacent creative software. Autodesk charges per named user; AI copilots that let one engineer produce the drawings of three shrink the seat count the model depends on, while AI-first entrants without legacy file-format commitments attack greenfield accounts on price. Net revenue retention slips beneath parity, revenue contracts, and the defensive spend needed to respond compresses the operating margin well below 42%. Earnings and the multiple then fall together, from 20 times toward a low-double-digit multiple on reduced earnings, giving a structural target far below the 52-week low. This is the largest single non-base weight in the scenario set, and it is the one path a cheap-versus-peers argument cannot answer.

Key Debate

P/E Multiple explains 91% of Monte Carlo outcome variance — i.e. value is set by the multiple the market will pay, a rate/sentiment regime bet as much as an earnings bet.

What the Market Is Pricing In

At the current price, the market pays 20.2× consensus forward EPS, vs the house DCF terminal 13.0×, and a peer median 25.3×. The house DCF sits 9% below spot, so the market is pricing in more than the house case — roughly 1.1pp of revenue CAGR.

Variant perception: the house view is below-consensus, and the thesis is primarily margin-driven.

Scenario Analysis

The scenario tree spans a structural 'Structural — AI Disruption / SaaS De-Rate' downside ($83.60) to a 'Bull — Re-Rate' bull case ($344); the probability-weighted blend (PWEV $195) is -23% versus spot.

Share-count charge: none applied. The probability-weighted value above is the gross per-share figure — no annual dilution is deducted — stock-based compensation runs at 10% of revenue; free cash flow net of SBC is $1.62B. SBC is therefore disclosed, not charged: read the per-share figures as before dilution.

Scenario rationale — the driver path behind every target:

• Structural — AI Disruption / SaaS De-Rate (20%, $83.60). Structural impairment — AI disruption / SaaS de-rate: earnings AND the multiple compress together. Target sits below the 52-week low by construction.
• Enterprise-Spend Recession (17%, $144). Cyclical downturn — software/SaaS spend + net retention + AI monetization vs AI disruption weakens for 1–2 years before normalising.
• Base — Seat + Retention Growth (35%, $204). Mid-cycle — normalised software/SaaS spend + net retention + AI monetization vs AI disruption; disciplined capital allocation; steady returns.
• Growth — AI Monetization / Platform (20%, $272). Upside — AI monetization + platform expansion lifts earnings above mid-cycle; the multiple expands modestly.
• Bull — Re-Rate (8%, $344). Upside tail — sustained tight conditions or a structural re-rate on AI monetization + platform expansion.

Valuation Triangulation

Three weighted anchors — an intrinsic dcf, a scenario-weighted pwev and a monte carlo median (student-t + regime switching) — read them with their basis in mind. The Monte Carlo, the DCF terminal and any peer re-rate key off a market multiple, so they are not fully independent; only discounted cash flows themselves are genuinely multiple-free. The discipline is to read the spread and weight the cash-based view, not to treat three numbers as three independent votes.

The house blend DECLARES five anchor weights — DCF 35%, scenario PWEV 25%, Monte Carlo 15%, sum-of-parts 15%, peer re-rate 10%. For this name sum-of-parts, peer P/E re-rate are not computed, so 25% of the declared weight is redistributed across the anchors that exist — which is why the weights above differ from the declared ones. The fair value is unaffected by this disclosure; the blend has always worked this way.

Peer EV/Revenue re-rate — 0% weight: it duplicates the peer-multiple information already carried by the Peer P/E anchor while ignoring margin mix; weighting both would double-count the peer view. Shown as a cross-check.

Monte Carlo — the outcome distribution

10,000 paths, Student-t shocks (fat tails) with a regime-switching overlay. The median lands at $175 and 14% of paths finish above spot. The variance decomposition shows the p/e multiple is the dominant swing factor (91% of variance). Value is a multiple bet: fundamentals move the answer far less than the rating does.

DCF — the cash-flow anchor

Independent of the market multiple: a 5-year path, WACC 9.0%, 13.0x terminal FCF multiple → $231. This anchor is deliberately the heaviest (47%): it is the valuation least hostage to the current multiple regime.

Peer benchmarking — relative value

Against the peer cohort, re-rating to the peer-median EV/Revenue multiple implies $359; the peer-median forward P/E is 25.3x, but the engine carries no P/E-implied price for this name (no forward-EPS basis at the peer step). A premium is only justified by superior growth/margins; otherwise it is multiple risk. Excluded from the weighted blend — shown only as a market cross-check.

Across all anchors the spread is 80% of the median — wide (genuine disagreement — the blend carries low valuation confidence).

Sensitivity

DCF/share — WACC × terminal multiple

DCF/share — revenue CAGR Δ × op-margin Δ

Tornado — DCF/share swing by driver (widest first)

Company lever — SoP/share vs Enterprise Software multiple (AI re-rating) (base 15.0x)

Peer Quality & Weighting

Quality-weighted forward P/E: 22.0× (simple median 25.3×). Direct peers count 100%, segment 50%, broad 25%.

Historical-range cross-check: 52-week range $186–$329, centre $247 (-3% vs spot); spot sits at the 48th percentile of the range. Low-weight mean-reversion cross-check, not a fundamental anchor.

Risk / Reward & Margin of Safety

That ratio compares triangulated upside against the probability-weighted bear target, not the extreme tail; with a leg missing it is withheld rather than computed from a magnitude. Bull case (Bull — Re-Rate): $344.

Company Overview & Business Model

Autodesk Inc — TECHNOLOGY · SOFTWARE - APPLICATION. Autodesk, Inc. is an American multinational software corporation that makes software products and services for the architecture, engineering, construction, manufacturing, media, education, and entertainment industries. Autodesk is headquartered in San Rafael, California.

How it makes money.

Edge. Wide moat. Authored moat rationale withheld pending re-authoring.

Revenue-Segment Breakdown

The company-specific drivers behind the valuation — each segment carries its own growth, margin, multiple and capex intensity. (Tags: FACT reported · ESTIMATE from disclosures · INFERENCE judgment.)

Named Exposures

Demand & pricing cycle (FACT/ESTIMATE)

Capital intensity & shareholder returns (ESTIMATE)

Structural risk vs optionality (INFERENCE)

Balance Sheet & Liquidity

Balance-sheet data as of 2026-01-31 (Alpha Vantage).

Capital Allocation

Free-Cash-Flow Quality

Accounting quality: SBC 1% of revenue; cash conversion (OCF/NI) 218% — cash-backed.

Competitive Moat

Moat sources:

• DWG / RVT file-format dominance in AEC and manufacturing (workflow standard)
• Education licensing funnel training the next generation of professional users
• High switching costs from embedded multi-tool project workflows (BIM mandates)
• Subscription/named-user model improving revenue visibility and retention

Earnings-Call Disconfirmation & Sentiment

Derived signals from the MCH market-data store (Alpha Vantage transcripts + news). Quantitative tone only — a disconfirmation flag, not a substitute for reading the call.

Management vs analyst tone (2026Q3): management +0.52 vs analyst floor +0.47 → delta +0.06 (n=37 mgmt / 38 Q&A; 1st pctile across the S&P book, z -2.2).

Flag: CANDID — management unusually candid/cautious vs peers (relatively low spin).

News (last 365d, 1400 articles): avg ticker sentiment +0.24 (bullish 34% / bearish 2%)

Consensus & Market Expectations

_Consensus figures: Alpha Vantage sell-side aggregates. Where the house view sits materially above or below the street, the divergence is itself a datum — see the thesis.

Catalyst Calendar

• 2026-08-27 (~3d) — Quarterly earnings — est. EPS $2.35 (AV EARNINGS_CALENDAR)
• 2026-09-29 (~36d) — Autodesk University 2026 - AI / platform (Forma, generative design) roadmap (authored)
• 2026-11-25 (~93d) — FY2026 Q3 results and FY2027 billings / margin framework (authored)
• 2027-03-01 (~189d) — Activist / capital-allocation and go-to-market transition update (authored)

Forecast Track Record

• EPS surprise: beat 100% of the last 8 quarters; average surprise +6.7%.
• Prior-forecast backtest (12 snapshots, 2026-06-27→2026-08-20): directional hit-rate 17%; mean predicted -13.0% vs realised +13.4%. Disconfirming track record is reported, not suppressed.

Catalyst Timeline

6 catalysts in the next 90 days (of 16 tracked). Importance 1–3; confidence 0–1.

_Sources: extended.catalysts, data/catalysts/.json, data/catalysts/macro.json, AV DIVIDENDS, opex 3rd-Friday calc.

Regulatory & Legal Risk

Probabilities and sensitivities are analyst estimates, not market-implied.

Scenario Macro & Key Risks

Scenario-macro rows withheld pending re-authoring: 2 carrying another cluster's vocabulary or a frozen figure — recorded in the narrative quarantine ledger.

Decision Rules (Machine-Checked)

Stance: Hold — 0 bullish / 1 bearish / 0 caution rules triggered of 6 evaluable (0 lacked data).

Machine-checked rules over disclosed inputs. The authored falsification triggers elsewhere in this report are analyst judgment and are NOT evaluated here. The stance is a portfolio-management signal and does not modify the published research rating.

Reasons the Thesis Could Fail (Falsifiable)

Pre-registered signals that would break the thesis — each polices a specific scenario boundary and is checked at every earnings update:

• Total revenue growth YoY (constant currency) < 5% (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
• Current remaining performance obligations (cRPO) growth YoY < 8% (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
• Non-GAAP operating margin < 39% (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
• Net revenue retention < 100% (2 consecutive prints). (rationale withheld pending re-authoring — frozen figure or verdict)
• Full-year free cash flow guidance < $2.0B (single event). (rationale withheld pending re-authoring — frozen figure or verdict)

Fact / Inference / Speculation

• FACT: Spot $254; 52-week range $186–$329; engine rating SELL; house target $195 (-23%). (source: Alpha Vantage 2026-08-24, 25 August 2026)
• INFERENCE: Triangulated FV $208 (-18% vs spot · triangulated FV); the rating tracks the Monte-Carlo + scenario-PWEV core; the cash-flow anchor sits above the multiple-discipline core.
• SPECULATION: At current prices the embedded bet is that the market keeps paying the current multiple through the capex cycle — a regime call the engine cannot verify from fundamentals alone.

Conviction Score

Research Conviction measures the strength and quality of the research setup — input coverage, financial quality, valuation support, process agreement. It is NOT the probability that the recommendation succeeds; the forecast track record section is the evidence on that.

73.1/100 (confidence band 58.8–87.5), 97th percentile of 858 covered names (as of 2026-08-24). Weighted composite under config ros-1.19.0 — every component and its inputs below.

Missing inputs (macro tailwinds) are excluded and the remaining weights renormalised; the confidence band widens accordingly.

Score history: 73.5 → 73.5 → 71.5 → 70.4 → 70.4 → 73.4 → 73.2 → 73.2.

Probability-Weighted Return Profile

Horizon: 1 year — at this horizon CAGR equals total return by definition. Expected values are the probability-weighted sums over the full scenario set below.

The gross expected return is the probability-weighted scenario return (it reconciles to the gross PWEV); the diluted figure applies the SBC share-count charge and matches the published PWEV-based target.

Expected Alpha

Expected return minus the return this name is REQUIRED to deliver for its risk (1-year horizon). Constants are pre-registered (preregistered-static (amendment #2, 2026-07-29); not fitted to MCH outcomes).

A negative expected alpha does not change the rating — it says the expected return does not clear the risk-adjusted hurdle at today's price. Rating mechanics are unchanged by this section.

Probability Cross-Checks

Not authoritative. The scenario probabilities in this report are AUTHORED — a judgement about how the world might go, not a measurement. Nothing below modifies them, the target, the rating or any position size. These checks ask only whether anything outside our own model agrees with us; where it does not, that is information for the reader, not a correction we have quietly applied.

Authored set: 5 scenarios, probabilities summing to 1.0, mean target $194.68.

Factor Exposures

Cross-sectional percentiles over 858 covered names (style scores sector-demeaned; thematic = return-beta to the theme's proxy ETF). 50 = estate median.

Portfolio Interaction (Focus Book)

This name is in the top-conviction focus book. Equal-weight book vol 9.8%; diversification benefit 71.5% vs the gross-weighted average single-name vol — combining correlation, the short leg hedging the long leg, and net exposure below 1.0; not diversification alone.

Options Intelligence

Preferred structure: Collar. The selector reads the equity view (direction) and the volatility surface — nothing here re-prices the chain.

• bearish with rich premium — finance downside protection by selling an expensive call (collar)
• Direction bearish from the overlay conviction/rating (read-only input).
• IV/RV at the 93rd percentile of the cross-section → high vol bucket. This is the measure that selects the structure above: it ranks how rich this name's implied vol is against its own realised vol, relative to other names.
• Reported alongside and not used to select: this name's own ATM IV sits at the 96th percentile of its own month-end history (decile 10).
• Earnings in ~2d (2026-08-27): expect an IV crush after the print — prefer defined-risk structures and avoid naked short premium into the event.
• IV term structure is in backwardation (near-dated richer, slope -5.9pp) — front-month premium is elevated; favour selling the near tenor / shorter-dated structures.

IV term structure (backwardation, slope -5.9pp): 32-DTE 53% · 116-DTE 50% · 389-DTE 47%

Economics copied verbatim from the options overlay (priced from the listed chain (EOD marks)); the selector does not re-price.

⚠ Earnings in ~2d (2026-08-27): expect an IV crush after the print — prefer defined-risk structures and avoid naked short premium into the event.

Alternatives: Protective Put. IV rank shown via the name's own monthly IV history (advisory); structure selected on the cross-sectional IV/RV percentile. Model output for research and education only — not individualised investment advice. Position-sizing and stance figures are mechanical outputs of the disclosed rules and inputs; they do not consider any person's objectives, financial situation, or tax status.

Position Sizing Framework

research rating is SELL-tier — the model carries no long position.

Model output for research and education only — not individualised investment advice. Position-sizing and stance figures are mechanical outputs of the disclosed rules and inputs; they do not consider any person's objectives, financial situation, or tax status.

Options Overlay

A defined-risk way to express the SELL equity view. Chain as of 2026-08-24 — end-of-day marks — indicative, not executable quotes.

Market signals — ATM IV 53.2% (elevated regime) · expected move ±12.8% (2026-09-25) · put/call OI 0.93 · ATM Δ 0.53 / Θ -0.26 / ν 0.30 · next earnings 2026-08-27. Direction: SHORT/HEDGE (implied return -18.3% to triangulated fair value $207.85).

Bear Put Spread (Bearish) — Long 250 P / Short 210 P · 2027-03-19 · net debit $15.5 · max profit $24.50 · breakeven $234.50 · RoR 158.0% · max loss $15.50 · priced from the listed chain (EOD marks)

Defined-risk downside expression: the debit caps the loss, with the position gaining as the stock falls toward the lower strike — a way to act on a bearish view without shorting stock. Illustrative — no outcome is implied or guaranteed.

Protective Put (if held) (Hedge) — Long 250 P · 2027-03-19 · premium $29.2 · floor -2.0% · max loss $29.20 · priced from the listed chain (EOD marks)

Insurance for an existing holding — a known premium buys a floor while leaving the upside intact. A way to hold through a binary event or volatility with defined downside.

Protective Collar (if held) (Hedge) — Long 230 P / Short 280 C · 2027-03-19 · net $6.3 · floor -10.0% · cap +10.0% · priced from the listed chain (EOD marks)

For a holder who wants to stay invested but cap risk: the sold call funds most of the protective put, fencing the position into a band — a way to ride out a de-rating without selling. Elevated implied volatility currently enriches the premium collected.

Indicative options structures — a defined-risk expression of the equity view, model-and-market illustrated from the last-close chain. NOT personalised advice or an executable quote; premiums, IV and greeks move intraday. Options carry the risk of total loss of premium. Not a registered financial adviser.

Rating Bridge

Rating = SELL because:

• Probability-weighted scenario value implies -23% vs spot
• Monte Carlo median implies -31% vs spot
• DCF fair value implies -9% vs spot — but this is terminal-value sensitive (exit-multiple $231 vs Gordon $267, 15% apart), so it carries less weight
• Bear case (Structural — AI Disruption / SaaS De-Rate) downside is -67% vs spot
• Net: the valuation anchor itself sits 18.3% below spot, so there is no reward leg to weigh against the bear case and the reward-to-risk ratio is withheld rather than computed off a negative upside. The rating warrants a Sell.

Model Appendix

DCF — line items

FCF is bridged: NOPAT + D&A − Capex − ΔNWC (capex intensity 3% of revenue, weighted from the segments) — not a single conversion fudge.

WACC 9.0% · Σ PV(FCF) $13B + PV(terminal) $34B = EV $47B; − net debt $0.1B → equity $47B ÷ diluted shares $0.20B = $231/share (exit-multiple terminal).

• Gordon terminal at 2.5% → $267/share — a genuinely non-multiple, cash-based cross-check; the exit-multiple and Gordon values bracket the terminal-value risk.
• Incremental ROIC on the forecast capex ≈ 389% vs WACC 9.0% → above WACC — the build is value-creative.

Peer set

Implied prices at the peer medians: EV/Rev → $359 (no P/E-implied price — no forward-EPS basis at the peer step).

Weighted fair-value math

Assumption Register

Sensitivity-ranked drivers (widest fair-value swing first): Revenue CAGR ±3pp (57.0); Terminal × ±15% (50.0); Op margin ±3pp (32.0); WACC ±1pp (19.0); Capex intensity ±15% (1.0).

Inputs, Sources & Confidence

Every load-bearing input, labelled by type and confidence. (reported fact · company guidance · consensus estimate · market data · house estimate · inference.)

Research Provenance

Load-Bearing Assumptions

DCF: WACC 9.0%, terminal multiple 13×, FY+5 revenue $11B. Triangulation leans 47% on DCF, 33% on PWEV, 20% on the Monte Carlo median.