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Generative Design Patents: Who Leads, Where the Gaps Are 2026

Generative Design Patents: Who Leads, Where the Gaps Are 2026
https://www.patsnap.com/resources/blog/rd-blog/generative-design-and-topology-optimization-patent-landscape/ · Patsnap · data cut-off 2026-07-31 · downloaded from the live page
Patent Landscape · Simulation & CAE
Generative Design and Topology Optimization Patents
  • Filing has plateaued, not grown. activity peaked at 27 families in 2022 and 2026 filings sit back at the 2017 level of 2 — the pioneering wave has already been claimed.
  • Software IPCs dominate the claim set. 146 of 152 families sit in G06F (digital data processing) versus just 10 in B22F powder metallurgy, showing the fight is over algorithms, not materials.
  • The US is the primary filing venue. 70 of the tracked filings route through the United States, more than double the EPO's 36, ahead of any single national office including China's 15.
Get a prior-art report on your approach
152
Published Records
69%
Top-5 Share of All Records
-56%
3-Yr Growth (lag-adjusted)
US
Leading Jurisdiction
Published byPatsnap Research··7 min readSourced from Patsnap Eureka
Overview

What this patent set covers

This landscape tracks 152 patent families filed between 2017 and 2026 at the intersection of generative design, topology optimization and structural optimization, filtered to records that specify a manufacturing constraint, load case, lattice structure, compliance minimization objective or additive manufacturing output. The search combines free-text claim and title matching with IPC codes for computer-aided design (G06F30), additive manufacturing (B33Y50) and digital modelling (G06F119), so the corpus is narrower than general CAD or 3D-printing searches — it isolates the software layer that decides what shape gets built, not the printer or material claims that follow.

Because publication typically lags filing by around 18 months, the 2025 and 2026 counts in the trend chart are undercounts and will revise upward as later applications publish. Treat the most recent one to two years as a floor, not a ceiling, when reading the trend line.

Annual filing trend, 2017-2026
  1. 1AUTODESK INC75
  2. 2DASSAULT SYSTEMES SA12
  3. 3SIEMENS IND SOFTWARE NV11
  4. 4SIEMENS AG4
  5. 5CORINTIS SA3
  6. 6SIEMENS CORP3
  7. 7SIEMENS INDUSTRY SOFTWARE INC3
  8. 8GLA UNIV MATHURA2
  9. 9SIEMENS ENERGY GLOBAL GMBH & CO KG2
  10. 10PTC INC2
Source: Patsnap Eureka. Assignee ranking and totals. Derived from a Patsnap search on Generative Design and Topology Optimization covering 2015–2026, data cut-off 2026-07-31. Counts reflect published records only and shift as new filings publish.Run this in Eureka MCP
Data

Filing trend and technology composition

Two views of the same 152 families: how filing activity moved year over year, and which IPC subclasses carry the claim volume.

Filings peaked in 2022 and have not recovered

Annual filings rose from 2 in 2017 to a peak of 27 in 2022, then declined toward 2 again in 2026 (a partial year). The shape is a single filing wave rather than sustained growth, consistent with an initial land grab around generative-design software followed by consolidation among the assignees who filed early.

Filings peaked in 2022 and have not recovered0815233022017201820192020202127202220232024202522026Most recent year is partial — publication lag means later filings are not yet visible.

Software claims dominate; materials and control follow

G06F (electric digital data processing) appears in 146 of 152 records, making it near-universal in this corpus. B33Y (additive manufacturing) at 45 and G05B (control and regulating systems) at 35 are the next largest, with B29C (plastics shaping) at 32. Powder metallurgy (B22F, 10) and AI-model computing (G06N, 5) are comparatively thin, and A61F implant claims (4) mark a small but present medical-device angle.

Software claims dominate; materials and control followG06F · Electric digital data processi…14696.1%B33Y · Additive manufacturing (3D pri…4529.6%G05B · Control & regulating systems3523.0%B29C · Shaping of plastics3221.1%G06T · Image data processing & genera…2214.5%B22F · Powder metallurgy106.6%G06N · Computing based on AI models53.3%A61F · Implants & prostheses42.6%Other2214.5%

Shares are the percentage of the 152 records in scope. A patent can carry several IPC classes, so the shares add up to more than 100%.

Source: Patsnap Eureka. Filing trend and technology composition. Derived from a Patsnap search on Generative Design and Topology Optimization covering 2015–2026, data cut-off 2026-07-31. Counts reflect published records only and shift as new filings publish.

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Key Patents

Most-cited records and a representative filing

Representative filing
WO2021262456A12021-12-30

WO2021262456A1 — Generative design shape optimization using build material strength model

AUTODESK, INC.

A method, system and medium-encoded computer program for computer-aided design of physical structures using generative design processes. The approach builds a three-dimensional model of an object to be manufactured using a stress constraint, where the CAD program obtains a design space, design criteria including at least one stress constraint and at least one in-use load case, and a specification of one or more materials, then produces a generatively designed three-dimensional shape by modifying the model against those constraints.Filed by Autodesk, Inc., published 2021-12-30.

WO2021262456A1 — patent drawing 1WO2021262456A1 — patent drawing 2
View full record
Highest-cited patents in this corpus
#Publication no.Patent titleCitations
1US10635088B1Hollow topology generation with lattices for computer aided design and manufacturing77
2US20180079149A1Support structure constrained topology optimization for additive manufacturing64
3US20180345647A1Topology optimization for subtractive manufacturing techniques45
4WO2020097216A1Macrostructure topology generation with physical simulation for computer aided design and manufacturing32
5US20220004682A1Generative design shape optimization with controlled convergence for computer aided design and manufacturing28
6US20200342067A1Topology optimization of structure with multiple targets23
7US20190366703A1Optimizing 3D printed large-scale structures under worst-case loads23
8WO2018054502A1Design of lattice structures for additive manufacturing23
9US20190197210A1Designing a part by topology optimization22
10CN112214917A一种多尺度优化增材制造基板的方法及其基板20

Citation counts reflect influence within the searched corpus and skew toward older filings; a low-citation recent filing is not necessarily narrow or weak.

Patent titles are shown in the language they were filed in, not translated, so that each record stays verifiable against the original filing — a translated title will not match in Eureka or in any national register. Each row carries its publication number; clicking a row searches Eureka by that number.

Source: Patsnap Eureka. Citation counts and representative records. Derived from a Patsnap search on Generative Design and Topology Optimization covering 2015–2026, data cut-off 2026-07-31. Counts reflect published records only and shift as new filings publish.Run this in Eureka MCP
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Insights

What the numbers mean for a filing decision

Three patterns stand out once family counts, IPC spread and filing venues are read together.

Filing momentum
27 → 2
peak (2022) vs. 2026 filings

The wave has crested

Filings climbed from 2 in 2017 to a peak of 27 in 2022, then fell back toward 2017 levels by 2026. That is a single filing cycle, not an accelerating field, though the last one to two years are undercounted due to publication lag.

Read the 2025-2026 dip as partial, not final.
Claim concentration
146/152
families touching G06F

Software claims, not hardware, are the crowded ground

Nearly every family in this set touches G06F digital-data-processing claims, while powder metallurgy (10) and AI-model computing (5) remain thin. The contested territory is algorithmic — how the shape is generated and constrained — not the printer or powder chemistry that executes it.

New entrants competing on algorithms face the densest prior art.
Venue concentration
70 US filings
vs. 36 EPO, 19 PCT, 15 China

US filing leads by a wide margin

Seventy of the tracked filings route through the United States Patent and Trademark Office, more than the EPO and PCT combined. China's 15 and India's 6 filings suggest those jurisdictions are still early in local prosecution activity for this specific claim combination.

Freedom-to-operate work should start with US prior art.
Collaboration
2 co-assignee pairs
identified in this corpus

Filing is mostly solo, not joint

Only two co-assignee pairings appear across 152 families, and the strongest pairing has just two shared filings. Generative-design IP in this set is built inside single organisations rather than through joint-venture filing structures.

Joint filings here are the exception, not a pattern to model against.
Eureka AI Agent
Looking for what nobody has claimed yet?

Eureka can read the same corpus for gaps instead of for coverage: under-claimed branches adjacent to generative design and topology optimization, with the prior art for and against each one.

Find the white space →
Source: Patsnap Eureka. Co-assignee relationships and derived observations. Derived from a Patsnap search on Generative Design and Topology Optimization covering 2015–2026, data cut-off 2026-07-31. Counts reflect published records only and shift as new filings publish.Run this in Eureka MCP
Players

Who is filing, and where the claim space is still open

The ranking table (rendered separately) shows filing concentrated among a small group of CAD and industrial-software assignees, with recent-year momentum flat across the names tracked here.

Assignee pattern
0 in latest year
across tracked leading assignees

Leaders have gone quiet in the most recent year

Every one of the assignees tracked for recent-year momentum shows zero filings in the latest year, which is consistent with the broader plateau in the trend data and with publication lag masking filings still working through the pipeline.

Do not read this as leaders exiting the field outright.
Structure type
45 families
touching B33Y additive manufacturing

Additive-manufacturing output is a secondary, not primary, claim focus

Only 45 of 152 families carry a B33Y additive-manufacturing classification alongside the core software claims, meaning most generative-design patents in this set claim the design method itself, with manufacturing output as a downstream constraint rather than the invention's centre.

Method claims outnumber manufacturing-output claims roughly 3 to 1.
Medical adjacency
4 families
classified under A61F implants

Implant-specific generative design is a small, distinct pocket

A61F (implants and prostheses) appears in only 4 of 152 families, indicating that medically-constrained generative design — patient-specific load cases, biocompatible lattice claims — is filed by a narrow set of entrants rather than the mainstream CAD vendors.

A small pocket, but one with different examiners and prior art.
🔍
Under-claimed branches worth a closer look
Sub-areas with thin IPC coverage relative to the core G06F claim mass, based on this dataset.
AI-model-driven lattice generation (G06N overlap)patient-specific implant load cases (A61F)powder-metallurgy-specific compliance minimization (B22F)subtractive-manufacturing topology constraintsjoint-assignee cross-border filing structures
Rank all filers by momentum →
Recent-year filing momentum by assignee
AssigneeRecent yearYoY
Autodesk, Inc.0
Dassault Systèmes0
Siemens Industry Software Inc.0
Siemens AG0
Siemens Product Lifecycle Management Software Inc.0
Corintis0
SIEMENS CORP0
Adidas AG0-100%
Source: Patsnap Eureka. Assignee-level momentum. Derived from a Patsnap search on Generative Design and Topology Optimization covering 2015–2026, data cut-off 2026-07-31. Counts reflect published records only and shift as new filings publish.Run this in Eureka MCP
What's Next

Where to take this

The data points to a mature, US-centred filing base with algorithmic claims doing most of the work. Two directions follow from that.

Map freedom-to-operate against the top-cited claims

The five most-cited records concentrate on lattice generation, support-structure-constrained optimization and build-material strength modelling. Any new filing touching those exact constraint types should be checked against them first.

Run a claim comparison in Eureka →

Test the under-claimed branches before committing to core G06F claims

With 146 of 152 families already sitting in digital-data-processing claims, a first filing aimed squarely at generative-design software faces dense prior art. The thinner pockets — implant-specific load cases, powder-metallurgy compliance minimization — carry less prosecution risk.

Explore white space in Eureka →
Source: Patsnap Eureka. Forward-looking reading of the same dataset. Derived from a Patsnap search on Generative Design and Topology Optimization covering 2015–2026, data cut-off 2026-07-31. Counts reflect published records only and shift as new filings publish.Run this in Eureka MCP
FAQ

Common questions about generative design and topology optimization patents

Answers are grounded in the same dataset. Derived from a Patsnap search on Generative Design and Topology Optimization covering 2015–2026, data cut-off 2026-07-31. Counts reflect published records only and shift as new filings publish.Run this in Eureka MCP

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Disclaimer. This page is generated from Patsnap Eureka data drawn from a limited snapshot of global patent and scientific-literature records, and is provided for general information and reference only.

Patent data carries inherent limitations: recent filings (typically the most recent 18–24 months) are under-counted due to standard publication lag; counts may be reported at either a patent-family or a patent-record basis and are not always directly comparable; classification, applicant-name, and citation data may contain errors, duplicates, or omissions; and the underlying search query defines and constrains the scope shown. As a result, the analysis may be incomplete or inaccurate and may not reflect the full technology landscape.

Nothing on this page constitutes an exhaustive prior-art, novelty, freedom-to-operate, or validity search, nor does it constitute legal, financial, investment, or professional advice, and it should not be relied upon as such. Any patent, commercial, or strategic decision should be verified independently and reviewed with qualified patent, legal, and domain professionals. Patsnap makes no warranties, express or implied, as to the accuracy, completeness, or fitness for any particular purpose of the information presented.

Machine translation. Assignee and organisation names originally recorded in Chinese, Japanese or Korean have been rendered into English by an AI translation step so that the tables stay readable. These renderings are best-effort and may not match a company’s registered English name; the original name is what the underlying patent record carries, and it is what any Eureka query launched from this page uses.

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