INDUSTRY ANALYSIS & FORECAST · 2026–2035
Physics-Informed AI Market
Embedding the laws of physics into machine learning — a sixteenfold expansion from simulation niche to core industrialdesign infrastructure Executive Summary ▸ ▸ ▸
Valued at USD 0.85 Bn in 2025 and estimated at USD 1.18 Bn in 2026
Forecast to reach USD 14.20 Bn by 2035 at a 31.9% CAGR USD 13.02 Bn absolute dollar opportunity over 2026–2035 Demand shifting from single-use
▸ solvers to GPU-accelerated large physics models ▸
Materials discovery (36.0%) leads segment CAGR
2025 Value
2035 Forecast
CAGR
$0.85 Bn
$14.20 Bn 31.9%
~44%
Base year
16x+ growth
North America
2026–2035
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Top Region
01 · MARKET LANDSCAPE
USD 0.85 Bn to USD 14.20 Bn by 2035 at 31.9% CAGR Global Revenue Forecast (USD Billion)
+USD 13.02 Bn opportunity 14.20
Key insights ▸ 2026 estimate: USD 1.18 Bn ▸ Revenue expands 16x+ over the decade ▸ U.S. alone: ~USD 0.32 Bn (2025)
10.81 8.20 6.21
0.85
1.18
1.56
'25
'26
'27
2.05
'28
2.71
'29
3.57
'30
4.71
'31
'32
'33
'34
'35
Market Share Leaders & Fastest-Growing Segments Segment
Largest share (2025)
Fastest CAGR (’26–’35)
Offering
Platforms & Software ~68%
Services 34.0%
Technique
PINNs ~42%
Neural Operators 35.0%
Deployment
Cloud ~54%
Hybrid 34.0%
Application
Engineering Simulation ~41%
Materials Discovery 36.0%
End User
Aerospace & Defense ~24%
Healthcare 35.0%
Industry Ecosystem Compute Providers
Simulation Developers
Industrial Users
Research Labs
Data Brokers
System Integrators
Standards Bodies — governance
Infrastructure → integration → industrial application, governed by standards. Copyright © Next Move Strategy Consulting
02 · GROWTH DRIVERS & OPPORTUNITIES
Simulation speed and digital twins power demand Impact on CAGR — Drivers vs. Restraints Faster, physics-accurate simulation
+3.4%
Digital twins in aerospace & mfg.
+2.8%
Materials & drug discovery use
+2.3%
GPU computing for large physics models
+1.9%
AI-native engineering platform spend
+1.5%
Public climate & weather modeling
+1.1%
Physics + ML talent shortage
−1.3%
High compute cost of training
−0.9%
Validation in safety-critical uses
−0.6%
High-Growth Segments (CAGR 2026–2035)
36.0%
35.0%
35.0%
34.0%
Materials Discovery
Neural Operators
Healthcare & Life Sciences
Services & Hybrid Deployment
Regional Opportunity Map North America Leads with ~44% share
Asia-Pacific Fastest region: 35.0%
(USD 0.375 Bn, 2025)
CAGR
United States Top country: ~USD
India Fastest country: 38.4%
0.32 Bn
CAGR
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03 · COMPETITIVE SCENARIO
Moderately fragmented: platforms vs. specialists Competitive Positioning Matrix GPU / industrial integration →
Industrial incumbents
Platform leaders
Dassault Systèmes
NVIDI A
Siemens
Synopsys
PhysicsX
Monolith AI Atomwise
Neural Concept
Niche specialists
Agile challengers
Model generality & multi-domain coverage → (indicative)
Key Strategies — Partnerships, Funding & Portfolio Expansion Mar 2026 · Partnership PhysicsX × NVIDIA advance open
Jun 2026 · Funding PhysicsX USD 300 Mn Series C (~USD
standards for physics AI
2.4 Bn valuation)
Jul 2026 · Expansion Siemens unifies Simcenter with Altair;
2026 · Product NVIDIA adds PhysicsNeMo & CUDA-X to
PhysicsAI up to 1,000x faster
its Agent Toolkit
Key Market Players NVIDIA
Siemens
Dassault
Synopsys
Hexagon
Bentley
Cadence
Altair
COMSOL
Rescale
PhysicsX
Neural Concept
Monolith AI
SandboxAQ
Atomwise
Citrine
Microsoft
IBM
Alphabet
SLB
Copyright © Next Move Strategy Consulting
Thank You Connect with us for in-depth insights, segment-level forecasts and strategic guidance on the Physics-Informed AI market.
Website
www.nextmsc.com
Phone
+1 857 758 5017
info@nextmsc.com
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Physics-Informed AI Market · Global Industry Analysis and Forecast (2026–2035) Copyright © Next Move Strategy Consulting