Book a demo

Cut patent&paper research from weeks to hours with PatSnap Eureka AI!

Try now

Induction brazing ceramic-to-metal joints: reduce oxidation

Induction Brazing Ceramic-to-Metal Joints: Reducing Oxidation — PatSnap Insights
Engineering & Materials Science

Oxidation layer formation during induction brazing of ceramic-to-metal joints is not an inevitable consequence of the process — it is a solvable engineering problem. This analysis synthesises patent data and peer-reviewed research across four proven intervention strategies, with direct application to high-vacuum feedthrough assemblies where hermetic seals are non-negotiable.

PatSnap Insights Team Innovation Intelligence Analysts 14 min read
Share
Reviewed by the PatSnap Insights editorial team ·

Why vacuum environment integrity is the first control parameter

Eliminating oxygen from the brazing atmosphere is the single most effective intervention against oxidation layer formation in ceramic-to-metal induction brazing. Research from Isfahan University of Medical Sciences demonstrated that even at a nominal vacuum of 0.013 Pa, differences in vacuum leak rate produce measurable titanium oxide phase formation: X-ray diffractometry confirmed TiOx phases in high-leak-rate furnaces but not in low-leak-rate chambers at the same nominal pressure, directly linking residual oxygen to oxide formation independent of the gauge reading.

50+
Patent records & publications analysed
<3×10⁻⁵
mbar vacuum enabling helium-leak-tight ZrO₂–Ti joints without active filler
2 min
Induction brazing cycle vs. hours in furnace brazing
121 MPa
Tensile sealing strength achieved with gradient Mo:MnG metallization on Al₂O₃

This finding is directly applicable to induction brazing setups: a chamber that reads 10⁻⁵ mbar on the gauge but has a high leak rate will still deliver sufficient residual oxygen to nucleate oxide phases on titanium feedthrough pins during the thermal cycle. Induction brazing chambers for feedthrough assemblies must therefore be leak-tested and rated to ≤10⁻⁵ mbar before use, not merely evacuated to a target pressure reading.

At a nominal vacuum of 0.013 Pa, high vacuum-leak-rate furnaces produce detectable TiOx phases on titanium parts confirmed by X-ray diffractometry, while low-leak-rate chambers at the same nominal pressure do not — establishing that vacuum leak rate, not gauge pressure alone, determines oxidation risk during ceramic-to-metal brazing (Isfahan University of Medical Sciences, 2019).

For direct brazing of zirconia to titanium, the Federal Institute of Santa Catarina showed that a high-vacuum furnace environment of less than 3×10⁻⁵ mbar was sufficient to enable active filler diffusion from the titanium member through Ag-28Cu or Au-18Ni melt to the ceramic surface, producing helium-leak-tight joints without dedicated active filler metals. The absence of flux — made possible by the vacuum — was key to preventing residual oxide contamination at the interface.

Where full vacuum evacuation is impractical during induction brazing, protective inert-gas atmospheres can substitute. Osaka University’s Joining and Welding Research Institute demonstrated that in laser brazing of hexagonal boron nitride to cemented carbide using Ag-Cu-Ti filler, no oxidation of the Ti active element was observed when argon flow rate exceeded 5 L/min with pre-evacuation, or when O₂ content was reduced below 3.8 ppm. The same principle applies to induction brazing chambers: pre-evacuation followed by inert gas backfill can suppress active-element oxidation without requiring full high-vacuum furnace infrastructure.

Kagoshima Prefectural Institute further confirmed that laser brazing with Ti-containing Ag-Cu braze in 99.999% Ar flow without any evacuation produced joints free of titanium oxidation, suggesting that sufficiently pure inert gas atmospheres can rival vacuum conditions for oxidation prevention in practice.

“Using silane-doped argon plasma, oxygen concentrations around the workpiece were reduced to below 10⁻¹⁶ vol.% — eliminating the need for chemical fluxes entirely in brazing operations.”

A plasma-based approach investigated by Leibniz Universität Hannover demonstrated that silane-doped argon plasma could reduce oxygen concentrations around the workpiece to below 10⁻¹⁶ vol.%, thereby eliminating the need for chemical fluxes in aluminum brazing. While applied to aluminum, this oxygen-scavenging plasma methodology is directly transferable to the induction brazing of titanium-ceramic feedthrough assemblies, offering a path to flux-free, high-integrity brazing in localised zones without full chamber evacuation. Standards bodies including ISO and ASTM publish relevant specifications for vacuum brazing atmospheres and leak testing that should inform chamber qualification protocols.

Figure 1 — Oxygen threshold levels for titanium oxidation prevention in ceramic-to-metal brazing atmospheres
Oxygen threshold levels for titanium oxidation prevention during ceramic-to-metal induction brazing 10⁻¹⁶ 10⁻⁶ 3.8 ppm ambient O₂ concentration (vol.%) <10⁻¹⁶ vol.% Silane-doped Ar plasma ~10⁻⁶ torr High-vacuum furnace 99.999% Ar Pure inert gas flow (no evac.) <3.8 ppm O₂ Ar + pre-evac (>5 L/min) Atmosphere method — all confirmed to prevent Ti oxidation in ceramic-to-metal brazing Plasma (XHV local) High vacuum Pure Ar (no evac) Ar + pre-evac
Four atmosphere strategies confirmed to prevent titanium oxidation during ceramic-to-metal brazing, ranked from most to least stringent oxygen control. Plasma-based XHV local atmospheres achieve the lowest oxygen levels (<10⁻¹⁶ vol.%), while controlled Ar flow with pre-evacuation achieves <3.8 ppm O₂ — sufficient to prevent Ti active element oxidation in Ag-Cu-Ti filler systems.

Active filler metal chemistry and oxygen-scavenging mechanisms

Titanium-containing active filler metals are the dominant solution for simultaneous wetting and oxygen scavenging at the ceramic interface during induction brazing. The U.S. Department of Energy’s foundational patents from 1986–1989 established that conventional filler metals fail to produce reliable joints in elevated-temperature, oxidizing, or mechanically stressed ceramic-to-metal service environments, and that filler compositions must be explicitly engineered for oxidation resistance — a requirement that drove all subsequent active filler alloy development.

What is an active filler metal?

An active filler metal contains one or more reactive elements — most commonly titanium or zirconium — that chemically bond with the ceramic surface during the brazing thermal cycle. These elements simultaneously wet the ceramic (enabling joint formation) and getter residual oxygen from the local atmosphere, forming a controlled, thin reaction layer at the interface rather than a loose, porous oxide film that would compromise joint integrity.

The U.S. Department of Energy’s 1986 process patent showed that sputter-coating the ceramic surface with 1–2 µm of titanium prior to brazing creates an active substrate, enabling Ti to react with the ceramic and reduce local oxygen activity at the interface during the brazing thermal cycle. This pre-coating approach decouples the oxidation control function from the bulk filler, concentrating the reactive chemistry at the critical interface rather than distributing it through the entire filler volume.

For ZrO₂-to-Ti-6Al-4V joints, Beijing University of Technology demonstrated that a binary Ti-28Ni filler produces a representative interfacial microstructure of ZrO₂/Ti₂O/Ni₂Ti₄O/Ti-rich phase/Ti₂Ni+α-Ti under vacuum brazing conditions. Critically, the controlled formation of Ti₂O as a thin reaction layer — rather than a thick, loose oxide — indicates that when oxygen is present in strictly limited quantities (as enforced by vacuum), the active Ti element getters residual oxygen into a dense, structurally benign reaction layer rather than a detrimental porous oxide film.

Sequentially sputtering Ti (0.5–1 µm), Cu (1–3 µm), and Ag (1.5–5 µm) onto YSZ ceramic followed by vacuum brazing at approximately 10⁻⁶ torr with 72Ag-28Cu filler foil produced crack-free, leak-tight joints with no observed pressure drop, with the thin sputtered Ti layer dissolving into the braze melt and acting as a distributed oxygen scavenger without forming a continuous oxidized surface layer (Institute of Nuclear Energy Research, Taiwan, 2022).

The Paradygm Science & Technologies patent (1991) introduced the direct concept of using a material with high oxygen affinity — an oxygen getter — positioned adjacent to the brazing gap to actively draw oxygen out of the confined space between the metal pin and ceramic bore. This is particularly relevant for feedthrough geometries where the narrow annular gap between a metallic pin and ceramic body inhibits natural oxygen depletion by vacuum pumping alone. The getter material (e.g., titanium sponge or reactive metal foil) is consumed during the process, establishing the oxygen-depleted micro-environment required for reliable joint formation.

Messerschmitt-Bölkow-Blohm GmbH’s 1979 patent describes depositing an oxide-preventing metal layer (Cu, Mg, Zn, Ge, Ag, or Si) onto the rapidly oxidizing first metal (Ti, Cr, Zr) before brazing, eliminating the need for flux by forming a diffusion couple during the braze cycle that consumes the protective layer. This self-consuming protective coating strategy is compatible with induction brazing of Ti feedthrough pins, where flux residues are unacceptable in ultra-high-vacuum applications.

Searching for patent prior art on active filler metals for ceramic-to-metal brazing? PatSnap Eureka covers the full assignee landscape from U.S. DOE to Fraunhofer IKTS.

Explore full patent data in PatSnap Eureka →

Novel filler alloys incorporating Ge, Si, and Ag-Ge-Si represent an emerging alternative to Ag-Cu-Ti systems. The 95Ag-2.5Ge-2.5Si filler evaluated by the National Atomic Research Institute (2023) for SOFC sealing demonstrated that Ag-Ge-Si compositions can provide oxidation-tolerant performance without relying on titanium as the primary getter element — relevant for applications where titanium contamination of the vacuum environment is a concern. Research published through bodies such as ASM International provides additional metallurgical context for active filler alloy selection in vacuum brazing applications.

Figure 2 — Interfacial reaction layer structure in Ti-28Ni vacuum-brazed ZrO₂/Ti-6Al-4V joint
Interfacial reaction layer sequence in Ti-28Ni vacuum brazed ZrO2 ceramic to Ti-6Al-4V joint showing controlled Ti2O formation ZrO₂ Ceramic Ti₂O Thin reaction layer Ni₂Ti₄O Oxide intermetallic Ti-rich Phase Ti₂Ni + α-Ti Ti-6Al-4V Metal Interface sequence (ZrO₂ → Ti-6Al-4V) under vacuum brazing with Ti-28Ni filler — Beijing University of Technology, 2019
Under vacuum brazing conditions with Ti-28Ni filler, the ZrO₂/Ti-6Al-4V interface develops a controlled multi-layer sequence. The key outcome is a thin, dense Ti₂O reaction layer immediately adjacent to the ceramic — a structurally benign getter product — rather than a thick, porous oxide film that would compromise joint hermeticity.

Surface metallization and pre-treatment of ceramic components

Pre-brazing surface metallization of the ceramic transforms a chemically inert surface into a metallic one, enabling conventional filler metals to wet and bond without extreme reactive filler additions — and critically, at lower temperatures that reduce the thermal budget driving metal oxidation. Poor wettability forces higher brazing temperatures and longer times, both of which directly exacerbate oxidation of metal feedthrough components.

Raja Ramanna Centre for Advanced Technology developed a standardised electroless nickel plating process for alumina ceramic involving degreasing, ultrasonic acetone cleaning, NaOH etching at 50°C, HF etching at room temperature, Pd-based activation, and electroless Ni plating at 88°C to produce uniform, dense coatings. The metallized surface allows brazing to proceed at lower temperatures in vacuum, reducing the thermal budget that drives metal oxidation on titanium and Kovar feedthrough components.

Key finding: Gradient metallization on high-purity alumina

Anhui Jianzhu University researchers demonstrated that a gradient metallizing paste approach with varying Mo:MnG ratios fired at 1450°C in hydrogen atmosphere on 99.7%+ alumina yielded tensile sealing strengths of 121 MPa and helium leak rates as low as 4.2×10⁻¹¹ Pa·m³/s. The hydrogen firing atmosphere eliminates oxidizing species during the critical metallization step, ensuring the ceramic enters the brazing cycle with an already-reduced surface chemistry.

ABB Technology AG’s multi-jurisdictional patent family on ceramic metallization for medium- and high-voltage ceramic-metal transitions describes a layered metallization approach: a Ni base layer followed by an Ag top layer on the ceramic, which is then brazed or tempered to the metal part. By eliminating the need for a discrete brazing foil — which can trap oxidizing contaminants — and concentrating the wetting chemistry in the metallized layers, this approach reduces the risk of oxide inclusion at the joint interface.

The University of Minho investigated joining ZrO₂ to Ti6Al4V using Ag-Cu sputter-coated Ti brazing filler foil at 900–980°C under vacuum, confirming multilayered interface formation with a hard Ti oxide layer on the ZrO₂ side. The sputter-coated architecture controlled the distribution of reactive Ti within the filler, limiting bulk oxidation while enabling the targeted interfacial reaction necessary for wetting. This PVD approach is increasingly preferred over bulk paste metallization for dimensional precision in feedthrough assemblies where annular gap tolerances are tight.

Gradient Mo:MnG metallizing paste on high-purity alumina ceramic (99.7%+), fired at 1450°C in hydrogen atmosphere, yields tensile sealing strengths of 121 MPa and helium leak rates as low as 4.2×10⁻¹¹ Pa·m³/s — performance validated for high-vacuum feedthrough sealing applications (Anhui Jianzhu University, 2023).

KEK–High Energy Accelerator Research Organization confirmed that polishing, metallizing, and brazing alumina to a titanium flange using established vacuum-compatible processes produced alumina chambers with outgassing rates suitable for particle accelerator use. This confirms that the combination of Mo-Mn or similar metallization followed by Ti-flange brazing in vacuum is a proven industrial route for demanding feedthrough applications — a benchmark that R&D engineers can reference when qualifying new induction brazing processes against furnace-brazed standards. WIPO patent databases provide additional prior art coverage of ceramic metallization methods across all major filing jurisdictions.

Figure 3 — Ceramic metallization methods: validated performance comparison for high-vacuum feedthrough brazing
Comparison of ceramic surface metallization methods for high-vacuum feedthrough induction brazing: tensile strength and leak rate performance 140 105 70 35 0 Tensile strength (MPa) 121 MPa Gradient Mo:MnG paste (Anhui JZU, 2023) Validated Electroless Ni on Al₂O₃ (RRCAT, 2021) Leak-tight PVD Ti/Cu/Ag on YSZ (INER Taiwan, 2022) Industrial Ni/Ag layered metallization (ABB, 2020)
Four validated ceramic metallization approaches for high-vacuum feedthrough brazing. Gradient Mo:MnG paste (Anhui Jianzhu University, 2023) is the only method with a published tensile sealing strength of 121 MPa; PVD Ti/Cu/Ag on YSZ (INER Taiwan, 2022) was confirmed leak-tight with no pressure drop at 10⁻⁶ torr vacuum brazing conditions.

Induction brazing-specific process engineering for oxidation control

Induction brazing introduces unique oxidation risks compared to furnace brazing: the very fast, localised heating means the workpiece surface can reach brazing temperature before the surrounding atmosphere has been adequately purged of oxygen, and pyrometer measurements can be falsified by oxide formation on the surface, leading to temperature control deviations and joint defects. These risks are manageable — but only if the process is engineered with them explicitly in mind.

RWTH Aachen University’s study on cemented carbide/steel induction brazing explicitly identified surface oxidation as a key measurement interference mechanism, noting that oxidation of component surfaces and flux residues or evaporation could cause significant pyrometer measurement errors leading to residual stress and premature failure. Closed-loop thermal management strategies for induction brazing of ceramic-to-metal feedthroughs must therefore account for emissivity changes due to oxide formation — for example, by using thermocouples welded to reference surfaces, or by calibrating pyrometer emissivity settings against known oxide-free and oxidized reference samples.

Induction brazing of Inconel 718 using AMS 4777 brazing paste at 1050°C required only 2 minutes to achieve desirable microstructures, compared to hours in vacuum furnace brazing — a shorter thermal cycle that directly limits cumulative oxygen exposure and reduces opportunities for thick oxide layer growth (Rolls-Royce/NTU Corporate Laboratory, 2021).

Rolls-Royce/NTU Corporate Laboratory demonstrated that induction brazing of Inconel 718 using AMS 4777 brazing paste at 1050°C required only 2 minutes to achieve desirable microstructures, compared to hours in vacuum furnace brazing. The dramatically shorter thermal cycle is a structural oxidation-mitigation feature of induction brazing: less time at elevated temperature means less cumulative oxygen exposure and fewer opportunities for thick oxide layer growth. For ceramic-to-metal feedthrough assemblies, this rapid-cycle advantage makes induction brazing attractive provided the atmosphere is adequately controlled from the onset of heating — not just at peak temperature.

“Surface oxidation during induction brazing changes the surface emissivity, falsifying pyrometer readings and producing uncontrolled thermal profiles, residual stress, and premature joint failure — a risk that must be explicitly addressed in process design.”

TU Dortmund’s feasibility study on fluxless induction brazing of cemented carbides to steel evaluated the use of ultrasonic agitation during induction heating to generate cavitation within the liquid filler metal, mechanically removing oxides from the substrate surfaces without requiring flux or vacuum. While this ultrasonic cavitation approach is not directly applicable to ceramic-to-metal feedthroughs (where the ceramic is sensitive to acoustic energy), the underlying principle — in-situ oxide disruption — is relevant to the broader oxide management problem in induction brazing of metal components within the assembly.

Fraunhofer IKTS demonstrated that induction heating is compatible with short, controlled brazing cycles where thermal exposure — and thus cumulative oxidation — is minimised, confirming that brazing paste composition (CuO content, silver powder particle size) is critical to controlling shrinkage and wetting behavior in reactive air brazed metal-ceramic joints. The General Electric patent (2025) further describes carefully engineered thermal cycles within vacuum — heating above liquidus, controlled cooling, then isothermal hold below solidus — that improve joint reliability without exposing the assembly to additional oxidation risk, a concept directly applicable to induction brazing systems equipped with closed-loop thermal control.

Analyse induction brazing process patents from RWTH Aachen, Fraunhofer IKTS, GE, and Rolls-Royce in one search with PatSnap Eureka.

Search induction brazing patents in PatSnap Eureka →

Innovation landscape: key assignees, patent clusters, and emerging filler alloy trends

The patent data across more than 50 records reveals distinct innovation clusters organised by technical approach and era, with the trend over the past decade shifting toward thinner, more precise metallization layers, shorter induction thermal cycles, and novel oxidation-tolerant filler alloys.

Foundational patent holders

  • U.S. Department of Energy / National Laboratories — produced foundational patents on oxidation-resistant filler metals for structural ceramic brazing (1986–1989) and on eliminating braze filler runout via ALD coatings (Sandia National Laboratories, 2020). Sandia also contributed mechanistic work on run-out in active brazing via interface reactions (2018).
  • Battelle Memorial Institute — holds patents on diffusion barriers in modified air brazes, where oxidizable metals (Al, Mg, Cr, Si, Ni, Co, Mn, Ti, Zr, Hf, Pt, Pd, Au, and lanthanides) function as components of Cu-O/Ag braze systems (2008–2013).
  • ABB Technology AG — leads in industrialised ceramic metallization for medium/high-voltage ceramic-metal transitions, with an active US patent on layered Ni/Ag metallization combined with braze-free or braze-compatible tempering processes (2020).
  • Philips (N.V. Philips’ Gloeilampenfabrieken / U.S. Philips Corp.) — established early vacuum-tight metal-to-ceramic joining technology for discharge lamps and electronic tubes, including a method of forming hermetic ceramic-to-metal seals using dry hydrogen atmosphere (1970).

Current academic and industrial frontier

Fraunhofer IKTS, RWTH Aachen, TU Dortmund, University of Minho, Beijing University of Technology, and Harbin Institute of Technology represent the current frontier of induction brazing process optimisation, active filler development, and ceramic metallization characterisation. Research from these institutions consistently appears in journals indexed by IEEE and related materials science publications.

Emerging trends (2020–2025)

  • Vacuum levels of 10⁻⁵ to 10⁻⁶ torr have become the standard for reactive metal brazing, replacing the less stringent 10⁻³ to 10⁻⁴ torr ranges common in earlier work.
  • Thin-film (PVD/sputtering) metallization is replacing bulk paste metallization for dimensional precision in feedthrough assemblies where annular gap tolerances are critical.
  • Induction heating is increasingly preferred for short thermal cycles that limit both oxidation exposure time and grain growth in the heat-affected zone.
  • Novel filler alloys incorporating Ge, Si, and Ag-Ge-Si — such as the 95Ag-2.5Ge-2.5Si filler evaluated for SOFC sealing (National Atomic Research Institute, 2023) — represent oxidation-tolerant alternatives to Ag-Cu-Ti systems for applications where titanium contamination is a concern.
Frequently asked questions

Induction brazing ceramic-to-metal oxidation — key questions answered

Still have questions? Let PatSnap Eureka answer them for you.

Ask PatSnap Eureka for a deeper answer →

References

  1. Process for brazing a metal object to a ceramic surface defining a hole for receiving the metal object — PARADYGM SCIENCE & TECHNOLOGIES, INC., 1991
  2. Brazing of zirconia to titanium using Ag-Cu and Au-Ni filler alloys — Federal Institute of Santa Catarina, Brazil, 2013
  3. Joining of Zirconia to Ti6Al4V Using Ag-Cu Sputter-Coated Ti Brazing Filler — University of Minho, Portugal, 2022
  4. Oxidation resistant filler metals for direct brazing of structural ceramics — United States Department of Energy, 1989
  5. Oxidation resistant filler metals for direct brazing of structural ceramics — United States Department of Energy, 1987
  6. Process for forming unusually strong joints between metals and ceramics by brazing at temperatures that do not exceed 750°C — United States Department of Energy, 1986
  7. Feasibility study of fluxless brazing cemented carbides to steel — TU Dortmund, 2017
  8. Influence of the Brazing Paste Composition on the Wetting Behavior of Reactive Air Brazed Metal–Ceramic Joints — Fraunhofer IKTS, Dresden, 2020
  9. An Experimental Study on Electroless Nickel Plating on Alumina Ceramic — Raja Ramanna Centre for Advanced Technology, 2021
  10. Effect of Vacuum Leak Rate on Sintering of Porous Titanium Scaffold — Isfahan University of Medical Sciences, 2019
  11. Laser Brazing of a Hexagonal Boron Nitride Block to a Cemented Carbide Plate with Silver-Copper-Titanium Alloy Filler in Argon Atmosphere Including Different Oxygen Contents — Osaka University, 2017
  12. Dissimilar laser brazing of h-BN and WC-Co alloy in Ar atmosphere without evacuation process — Kagoshima Prefectural Institute, 2012
  13. Investigations into Flux-Free Plasma Brazing of Aluminum in a Local XHV-Atmosphere — Leibniz Universität Hannover, 2022
  14. Microstructure and properties of ZrO2 ceramic and Ti-6Al-4V alloy vacuum brazed by Ti-28Ni filler metal — Beijing University of Technology, 2019
  15. Vacuum Brazing of Metallized YSZ and Crofer Alloy Using 72Ag-28Cu Filler Foil — Institute of Nuclear Energy Research, Taiwan, 2022
  16. Method of manufacturing a ceramic metallization for ceramic metal transition — ABB Technology AG, 2020
  17. High purity Al2O3 ceramic: Metallizing strategy, microstructure and sealing properties — Anhui Jianzhu University, 2023
  18. Production process of alumina-ceramic vacuum chambers for J-PARC — KEK–High Energy Accelerator Research Organization, 2008
  19. Approaches and possibilities for reducing residual stresses in induction brazed cemented carbide/steel joints — RWTH Aachen University, 2020
  20. Induction Brazing for Rapid Localized Repair of Inconel 718 — Rolls-Royce/NTU Corporate Laboratory, 2021
  21. Method of processing a joint to be brazed — General Electric, 2025
  22. A method of brazing rapidly-oxidizing metals — Messerschmitt-Bölkow-Blohm GmbH, 1979
  23. Method for eliminating runout of braze filler metal during active brazing — Sandia National Laboratories, 2020
  24. Interface Reactions Responsible for Run-Out in Active Brazing: Part 1 — Sandia National Laboratories, 2018
  25. Diffusion barriers in modified air brazes — Battelle Memorial Institute, 2013
  26. Diffusion barriers in modified air brazes — Battelle Memorial Institute, 2008
  27. Method of making a ceramic-to-metal seal — U.S. Philips Corp., 1970
  28. Microstructural Evolution and Gas-Tight Properties of Yttria-Stabilized Zirconia/Crofer 22H Stainless Steel Brazed Joints with the Ag-Ge-Si Filler — National Atomic Research Institute, 2023
  29. WIPO — World Intellectual Property Organization: global patent database and brazing technology classifications
  30. ASM International — Handbook of Brazing and Soldering; active filler metal and ceramic metallization references
  31. ASTM International — Standards for vacuum brazing atmospheres, leak testing, and hermetic seal qualification

All data and statistics in this article are sourced from the references above and from PatSnap‘s proprietary innovation intelligence platform.

Your Agentic AI Partner
for Smarter Innovation

PatSnap fuses the world’s largest proprietary innovation dataset with cutting-edge AI to
supercharge R&D, IP strategy, materials science, and drug discovery.

Book a demo