Autodesk Inc (ADSK)

Investment Committee Summary

Investment Thesis

At $234 (13 October 2026) Autodesk trades on 19 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 28% (reported GAAP, TTM to Jul 2026), is offset by a comparable combined weight on recession and structural AI-disruption paths, so the probability-weighted value of $190 and the base-path target of $197 both land beneath the current price. Triangulated fair value of $212 leaves the shares fairly valued against the anchor set, -9% 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 cash of ~$0.2B. 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 ($234) 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 28% (reported GAAP, TTM to Jul 2026). Earnings and the multiple then fall together, from 19 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 18.5× consensus forward EPS, vs the house DCF terminal 14.0×, and a peer median 25.3×. The house DCF sits 2% above spot, so the market is pricing in less than the house case — roughly 0.2pp of revenue CAGR.

Variant perception: the house view is below-consensus, and the thesis is primarily FCF-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 $190) is -19% versus spot.

SBC charge: scenario targets are gross per-share prices; the PWEV is reduced by one year of stock-based-compensation dilution (2.5% of shares, on SBC ≈ 11% of revenue), trimming the gross PWEV of $195 to $190 (-2.4%). SBC is charged once, as dilution — never also deducted from FCF.

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

Four weighted anchors — an intrinsic dcf, a scenario-weighted pwev, a monte carlo median (student-t + regime switching) and a peer p/e re-rate — read them with their basis in mind. The Monte Carlo, the scenario PWEV, any DCF's exit-multiple terminal and any peer re-rate key off a market multiple, so they are not independent; only a DCF's explicit-period cash flows are multiple-free, and its terminal usually carries most of its value. The discipline is to read the spread, not to treat four numbers as four 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 is not computed, so 15% 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. The company-lever row in the Sensitivity section is an illustrative EBIT × multiple value, not a sum-of-parts anchor.

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 $182 and 24% 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 — explicit-period cash flows with an exit-multiple terminal

A 5-year cash-flow path discounted at a WACC of 9.0%, plus a terminal value of final-year FCF × 14.0x — a terminal multiple equal to 0.85 × the base multiple that the Monte Carlo and the scenario tree also use → $238. The terminal value is 73% of enterprise value, so this anchor moves with the multiple assumption. The heaviest anchor in this blend (46%); because its terminal is a market multiple, it is not independent of the multiple-driven anchors.

Peer benchmarking — relative value

Against its 4 peers in the same GICS sub-industry, re-rating to their median forward multiple (P/E 25.3x) implies $319. A premium is only justified by superior growth/margins; otherwise it is multiple risk. Weighted just 1% so market sentiment does not set the fair value.

Across all anchors the spread is 75% of the median — wide (genuine disagreement — the blend carries low valuation confidence).

Sensitivity

DCF/share — WACC × terminal multiple

DCF/share — revenue CAGR Δ × model op-margin Δ (Δ applied to the DCF's house margin path)

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

Company lever — value at the base multiple vs Enterprise Software multiple (base 15.0x)

Illustrative: segment EBIT × multiple, plus net cash, over basic shares — it does not enter the triangulated fair value.

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–$320, centre $244 (+4% vs spot); spot sits at the 36th percentile of the range. Low-weight mean-reversion cross-check, not a fundamental anchor.

Risk / Reward & Margin of Safety

That ratio is (triangulated FV ÷ price − 1) ÷ (1 − 'Structural — AI Disruption / SaaS De-Rate' target ÷ price). 'Structural — AI Disruption / SaaS De-Rate' ($83.60, probability 20%) is the lowest-target scenario in the tree, taken gross of SBC dilution. With a leg missing the ratio 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.

Company description as supplied by Alpha Vantage; not checked against the company's filings.

How it makes money.

† Model margin = gross margin − the opex ratio calibrated so the Monte Carlo median EPS meets the EPS target; it is not a reported operating margin.

Reported operating margin (GAAP): 24.9% for the fiscal year ended 2026-01-31; 27.6% TTM to 2026-07-31 (Alpha Vantage INCOME_STATEMENT).

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.)

For comparison, the company's reported GAAP operating margin was 24.9% for the fiscal year ended 2026-01-31; 27.6% TTM to 2026-07-31 (Alpha Vantage INCOME_STATEMENT).

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 11% 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 (2026Q4): management +0.39 vs analyst floor +0.00 → delta +0.39 (n=25 mgmt / 20 Q&A; 46th pctile across the S&P book, z -0.1).

Flag: TYPICAL — management-vs-analyst tone within the normal cross-sectional range.

News (last 365d, 1539 articles): avg ticker sentiment +0.23 (bullish 34% / bearish 3%)

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

• 2026-11-24 (~43d) — Quarterly earnings — est. EPS $2.27 (AV EARNINGS_CALENDAR)
• 2026-11-25 (~44d) — FY2026 Q3 results and FY2027 billings / margin framework (authored)
• 2027-03-01 (~140d) — Activist / capital-allocation and go-to-market transition update (authored)

Forecast Track Record

• EPS surprise: beat 100% of the last 8 quarters; average surprise +6.2%.

Catalyst Timeline

6 catalysts in the next 90 days (of 14 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 what the model's own rules read on this name; it does not modify the published research rating, and it is not personal financial advice.

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 $234; 52-week range $186–$320; engine rating SELL; house target $197 (-16%). (source: Alpha Vantage 2026-10-12, 13 October 2026)
• INFERENCE: Triangulated FV $212 (-9% vs spot · triangulated FV); the rating tracks the Monte-Carlo + scenario-PWEV core; the DCF 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.

72.4/100 (confidence band 58.8–86.0), 96th percentile of 928 covered names (as of 2026-10-12). Weighted composite under config ros-1.21.0 — every component and its inputs below.

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

Score history: 70.2 → 70.0 → 69.1 → 69.8 → 72.3 → 72.4 → 72.3 → 72.3.

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 928 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 9.2%; diversification benefit 75.1% 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.

Rating Bridge

Rating = SELL because:

• Probability-weighted scenario value implies -19% vs spot
• Monte Carlo median implies -22% vs spot
• DCF fair value (exit-multiple terminal) implies +2% vs spot
• Bear case (Structural — AI Disruption / SaaS De-Rate) downside is -64% vs spot
• Net: the valuation anchor itself sits 9.4% 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) $36B = EV $49B; + net cash $0.2B → equity $49B ÷ diluted shares $0.20B = $238/share (exit-multiple terminal).

• Gordon terminal → $259/share — a single-point perpetual-growth cross-check at g = 2.5% (one growth rate, not a range; it is not in the blend).
• Incremental ROIC on the forecast capex ≈ 376% vs WACC 9.0% → above WACC — the build is value-creative.

Peer set

Implied prices at the peer medians: same-sub-industry median fwd P/E → $319; EV/Rev → $360.

Weighted fair-value math

Model Calibration Caveats

Raised by the model's own checks on its run of 13 October 2026 (prices as of 2026-10-12). They concern how the model was calibrated, not the company; read the figures they touch with them in mind.

• The Monte Carlo gives only a 24% probability of the price finishing above today's; the house treats readings under 30% as a sign the downside assumptions may be too severe.

Assumption Register

Sensitivity-ranked drivers (widest fair-value swing first): Revenue CAGR ±3pp (59.0); Terminal × ±15% (52.0); Model op margin ±3pp (33.0); 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 14×, FY+5 revenue $11B. Triangulation leans 46% on DCF, 33% on PWEV, 20% on the Monte Carlo median, 1% on peer-implied value.