AI Reshapes Engineering Software: Opportunities and Competitive Risks Coexist, Selecting Autodesk and Others

Overview

This report summarizes core observations from the latest earnings season among major engineering software (EngSW) players, focusing on dual impacts of AI on industry ecosystem, dynamic end-market demands, and regional performance differences. The report highlights that AI is driving customers to accelerate data and workflow modernization to achieve AI-readiness, promoting platform consolidation; however, AI-native competitors are entering niche segments through high-profile collaborations, introducing structural challenges. End markets show clear differentiation—strong demand in aerospace and defense, continued weakness in automotive, and construction market benefiting from data center construction. Based on this, Deutsche Bank maintains Buy ratings for Autodesk, PTC, and Mensch und Maschine (MuM), and Neutral (Hold) views for Dassault Systèmes and Hexagon.

Core views

AI as a core theme presents duality: on one hand, customers accelerate modernization efforts to achieve AI-readiness, driving platform integration and workflow upgrades, becoming a key demand driver; on the other hand, AI-native challengers (such as Mistral’s partnerships with Airbus and BMW) are targeting specific use cases within the engineering software stack, although limited disclosures currently and some clients still returning to incumbents due to domain expertise, seamless integration, and multi-physics data validation of AI outputs, such collaboration trends are expected to continue, posing headline risk. In terms of commercialization, vendor feedback shows customers resisting mandatory AI features without clear ROI, thus strategies are diverging: some separate core product value from AI features, adopting usage/outcome-based pricing; others embed AI in premium packages or trial hybrid (seat + token) models. Internally, AI has brought productivity gains, but savings are reinvested into accelerating product roadmaps, limiting short-term profit margin improvements. End-market demand shows significant differentiation: aerospace and defense (A&D) remain clear bright spots, with robust budget trends and geopolitical tensions supporting demand, all companies (Dassault, PTC, Hexagon, MuM) report stable global performance with no signs of weakening demand, though Iran conflict poses potential risk to commercial aviation demand requiring close monitoring. Automotive sector globally cautious, Hexagon and Dassault note EMEA and Americas weakness, China suffering from overcapacity and 'anti-internship' recovery visibility low; notable is that Renault engineering capacity reduction hasn’t yet translated into decreased software licensing demand, demonstrating resilience through 'spend less, do more', while Dassault wins orders in North America and Asia (Ford, BYD), PTC mentions software-defined vehicles bringing partial offset. Architecture, Engineering & Construction (AEC) market remains resilient, with data center construction and infrastructure spending serving as key growth drivers (though still small proportion of total construction), Autodesk reports strong AEC performance, German fiscal stimulus effects emerging; however, second-order impacts from Middle East conflicts regarding resources, costs, and project timelines remain hidden concerns for the industry. Other sectors show varying performances: energy (large-scale infrastructure and sovereign investment-driven), electronics (global data center expansion driving), agriculture, mining, and media continue sluggish; life sciences sector sees Dassault cautiously optimistic, with Q1 CRO business bookings and value turning positive year-over-year. Regionally, APAC shows differentiated performance: China weak (-4%, affected by construction, automotive, mining), but other parts of Asia-Pacific (especially India) show strong growth (+7%), driven by construction, general manufacturing, and electronics; Americas overall stable (Hexagon Americas +15%, Autodesk Americas +17%), construction and A&D contributing most; EMEA steady (Autodesk EMEA +16%, Dassault EMEA +7%), German stimulus effects beginning to emerge, but automotive weakness persists.

Analysis framework

The report employs a multidimensional cross-validation framework: first, starting with AI's technological impact, distinguishing its role as a demand catalyst (driving customer modernization) and competitive variable (new entrants), combined with vendor commercialization strategies and customer feedback to assess actual impact. Second, along the line of 'end market → region → company product lines': detailed dissection of supply-demand dynamics, driving factors, and risk points in key end markets like aerospace, automotive, AEC; overlaid with regional perspectives (EMEA, Americas, APAC) to identify growth highlights and weak areas; finally, descending to specific business units of each company (e.g., Dassault’s Industrial/Mainstream Innovation, Hexagon’s Manufacturing Intelligence/Geosystems) performance and management guidance to verify macro-level judgments at micro levels. Valuation uses differentiated approaches based on company characteristics (e.g., DCF for Autodesk, SOTP for MuM), linking rating conclusions and risk warnings closely.

Methodology notes

• Industry/Industrial Analysis FrameworkSupply-demand framework

  Analysis of End-Market Demand and Supply Dynamics

  By dissecting downstream key end markets (e.g., aerospace, automotive, construction), analyzing demand intensity, driving factors (budget, geopolitics, policy), and supply-side competitive landscape, determine industry sentiment and company performance basis. In this report, institutions focus on budget growth in A&D, automotive capacity adjustments, and data center construction driving AEC, combined with company orders and management commentary to validate trends.

• Industry/Industrial Analysis FrameworkVolume-price decomposition

  Breakdown of Regional and Business Growth Drivers

  Decompose company revenue growth into 'volume' (orders, users, projects) and 'price' (pricing strategy, currency impact, product mix) factors to identify real growth drivers. When analyzing Hexagon Americas +15%, China -4%, etc., the report combines destocking (inventory reduction), large orders (e.g., Lockheed Martin) to explain fluctuations, avoiding misleading single growth rates.

• Valuation methodsSOTP Segment Valuation

  Sum-of-the-Parts Valuation Method

  When company business nature varies significantly (e.g., MuM with high-growth software business and low-margin distribution), apply suitable valuation multiples to each segment (software business with EV/EBIT, distribution with IT services peers multiples) and sum up to derive target price. The report explains current valuation discount of MuM and future revaluation logic accordingly.

• Valuation methodsDCF Discounted Cash Flow

  Discounted Cash Flow Model

  Based on medium-to-long-term free cash flow forecasts, discounted using weighted average cost of capital (WACC) to calculate intrinsic value. The report applies this method to Autodesk with WACC 9.4%, perpetual growth rate 3.5% (based on GDP), reflecting recognition of sustainable growth and cash flow capability.

Asset mapping & comparison

Structured mapping from thesis to named assets (strengths, weaknesses, peers, risks).

• Autodesk

  Benefiting from data center construction demand in AEC markets and long-term opportunities in construction, relatively lower GenAI risk

  Strengths

  Stable competitive position, structural opportunities in construction sector, clear upside in profit margins in the medium term

  Comparison

  Compared to horizontal SaaS companies, due to vertical sector characteristics and sustainable growth path, it should command a valuation premium

  Risks

  Intensifying competition in construction and manufacturing sectors; macroeconomic downturn impacting cyclical end markets; saturation in core AEC market growth

• PTC

  Benefiting from digital production theme, CAD/PLM demand, and software-defined vehicle trend, AI roadmap recognized

  Strengths

  Steady growth in CAD and PLM businesses (FQ2/26 +8%, +9% respectively), strategic partners complement product and channel gaps, exit IoT business optimizing group performance

  Comparison

  Compared to direct competitors, higher recurring revenue ratio and execution improvements gain recognition, slight valuation premium

  Risks

  Macroeconomic downturn in key manufacturing end markets; competitive share loss; subscription transition execution falling short of expectations; disruptive technology changes

• Mensch und Maschine (MuM)

  As Autodesk's core European partner, benefiting from Autodesk's business growth and German public spending (infrastructure, defense)

  Strengths

  Software business has high growth and high margin attributes, EPS returns to steady growth trajectory in 2026/27

  Weaknesses

  Highly dependent on Autodesk, affected by its pricing model changes

  Comparison

  Current valuation significantly below 10-year average, transformation year provides attractive entry point

  Risks

  Changes in Autodesk partnership policies; channel competition and integration; cyclical end market volatility; shareholder structure risks

• Dassault Systèmes

  Market-leading products and strong execution, but Life Sciences business under pressure, cloud strategy needs acceleration

  Strengths

  3DEXPERIENCE platform features lead, A&D demand stable

  Weaknesses

  Slow recovery in Life Sciences business, cloud transition and Medidata customer conversion efficiency need improvement

  Comparison

  Valuation discounted vs peers, reflecting short-term risks and Life Sciences uncertainty

  Risks

  Key end markets capital expenditure below expectations; increased competition; 3DX penetration slowdown; continuous decline in Life Sciences; CAD/PLM market IT spending cooling

• Hexagon

  New management team starts well, but macro environment and key end market recovery pace constrain short-term growth

  Strengths

  Strategic and product portfolio recognized, Manufacturing Intelligence orders strong

  Weaknesses

  Geosystems still in inventory reduction phase in China, automotive and agriculture weakness dragging

  Comparison

  Valuation consistent with European industrial peers, reflecting recent limited growth; proposed spin-off (Octave) may offer potential value release

  Risks

  Slower-than-expected recovery in key end markets (manufacturing, construction, Geosystems); competitive share loss; new product margin contribution below expectations

Key data

• Hexagon China Region Growth-4%Dragged by construction (heavy infrastructure), automotive, and mining weakness
• Hexagon Rest of Asia Region Growth+7%Driven by construction, general manufacturing, and electronics, with strong momentum in India
• Hexagon Americas Region Growth+15%Organic growth, construction and A&D mainly contributing
• Autodesk Americas Region Growth+17%Constant currency
• PTC APAC Growth+13%Constant currency
• Dassault EMEA Growth+7%Constant currency, automotive business weak but home/energy segments support

Impact & implications

For the industry, AI is transitioning from concept validation to commercialization, but customer caution about ROI requires more refined product design and pricing strategies, potentially suppressing short-term profit margin expansion while accelerating platform consolidation and ecological competition long-term. For investors, key attention points include: 1) Incumbents with deep domain knowledge, proprietary physical data, and seamless integration capabilities still possess moats in industrial deployments; 2) Structural opportunities in end markets (A&D, data center-related AEC, software-defined vehicles) outperform cyclical sectors (traditional automotive, certain manufacturing); 3) Regionally, avoid short-term pressures in China, focus on emerging markets like India and steady demand in the Americas. The report concludes that preferred stocks should meet: strong competitive positioning, benefit from structural growth themes, and have clear and feasible AI strategies.

Risks

• AI-native competitors entering niche scenarios via high-profile collaborations, continuously pose headline risk
• If the Iran conflict escalates, it could impact client decisions and project timelines through secondary effects, especially commercial aviation demand
• China’s 'anti-internship' policies and overcapacity causing weak demand in automotive sector with low visibility for recovery
• Macroeconomic uncertainty suppresses cyclical end-market demands in automotive, media, agriculture
• Low customer acceptance of AI features without clear ROI affects vendor monetization and profit margins
• Company-specific risks: Dassault Life Sciences business continues under pressure; Hexagon Geosystems slow recovery; MuM highly dependent on Autodesk

What to watch

• Progress in AI feature commercialization: customer willingness to pay, acceptance of usage/outcome-based pricing models, and recurring revenue contribution
• Turning point signals in end markets: automotive order recovery (especially Europe), stabilization in China's construction market, execution of A&D budgets
• Company execution details: Dassault accelerating cloud strategy and Medidata conversion efficiency; Hexagon spin-off progress and Octave operational improvement; MuM FY25 financial transition followed by 2026/27 growth and margin recovery
• Geopolitical impacts: actual transmission of Middle East conflicts affecting global project timelines and client confidence
• Vendor AI collaboration dynamics: more Mistral-style cooperation cases and their real impact on incumbent customer retention