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Trade Management Software Market size is set to grow by USD 1.12 billion from 2024-2028, Growing need for improved supply chain efficiency to boost the market growth, Technavio

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NEW YORK, July 18, 2024 /PRNewswire/ –The global trade management software market  size is estimated to grow by USD 1.12 billion from 2024-2028, according to Technavio. The market is estimated to grow at a CAGR of over 10.5%  during the forecast period.  Growing need for improved supply chain efficiency is driving market growth, with a trend towards incremental functionality improvements in gtm software. However, changing regulations and business conditions  poses a challenge. Key market players include Acme Trade Group Pty Ltd., AEB SE, Aptean Group of Companies, Bamboo Rose LLC, Cognizant Technology Solutions Corp., Descartes Systems Group Inc., E2open Parent Holdings Inc., Expeditors International of Washington Inc., Koch Industries Inc., Livingston International Inc., MIC Datenverarbeitung GmbH, Noatum Holdings SLU, OCR Services Inc., Oracle Corp., QAD Inc., S and P Global Inc., SAP SE, Thomson Reuters Corp., Trademo Technologies Inc., and United Parcel Service Inc..

Get a detailed analysis on regions, market segments, customer landscape, and companies – Click for the snapshot of this report

Forecast period

2024-2028

Base Year

2023

Historic Data

2018 – 2022

Segment Covered

Deployment (Cloud-based and On premise), End-
user (Retail and consumer goods, IT and telecom,
Automotive, Transportation and logistics, and
Others), and Geography (North America, Europe,
APAC, South America, and Middle East and
Africa)

Region Covered

North America, Europe, APAC, South America,
and Middle East and Africa

Key companies profiled

Acme Trade Group Pty Ltd., AEB SE, Aptean
Group of Companies, Bamboo Rose LLC,
Cognizant Technology Solutions Corp., Descartes
Systems Group Inc., E2open Parent Holdings
Inc., Expeditors International of Washington Inc.,
Koch Industries Inc., Livingston International Inc.,
MIC Datenverarbeitung GmbH, Noatum Holdings
SLU, OCR Services Inc., Oracle Corp., QAD Inc.,
S and P Global Inc., SAP SE, Thomson Reuters
Corp., Trademo Technologies Inc., and United
Parcel Service Inc.

Key Market Trends Fueling Growth

With the rise in global trade and e-commerce, trade management software has gained significant importance for businesses. The increasing complexity of international regulations necessitates continuous updates in these software solutions. A US company exporting goods from China to the UK, for instance, must first bring the products back to the US before shipping them to the UK. Trade management software vendors are addressing this need by integrating features that facilitate global shipping at minimal costs. The ongoing globalization trend and e-commerce boom will fuel the growth of the trade management software market during the forecast period. 

The Trade Management Software market is experiencing significant growth, particularly in sectors like Aerospace and Defense and Aerospace Development, where complex processes and compliance risks are high. AI and automation are driving innovation, enabling real-time cargo tracking and efficient supply chain management. Cloud adoption and deployment of cloud-based technologies, including SaaS and cloud-based software, are transforming international commerce, making it more accessible to firms of all sizes. Emerging technologies like AI and digitalization are disrupting traditional trade methods, addressing inefficiencies in import-export activities and streamlining cross-border transactions. Industries like Consumer Goods, Energy, and Defense are embracing GTM software to optimize finances, manage customs filings, and meet delivery deadlines. However, impediments like import-export legislation and infrastructure challenges persist, requiring consulting expertise to navigate complexities and ensure compliance. Global trade volumes continue to grow, driven by e-commerce and free trade zones, leading to increased competition and the need for efficient and cost-effective solutions. Developing countries are adopting these technologies to participate in international commerce, leveling the playing field and driving digitalization and disruption across industries. 

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Market Challenges

Trade management software is essential for businesses dealing with international shipments, as these transactions involve multiple languages, time zones, currencies, and modes of transport. Each shipment may involve numerous parties located in different countries, each subject to unique trade laws. Providers of trade management software must ensure their platforms remain updated with the latest regulatory content to enable businesses to review and act accordingly. Additionally, each trading partner may have distinct functional requirements, necessitating a flexible solution that can accommodate various combinations. To facilitate seamless integration, software providers must offer easy-to-use application programming interfaces, minimizing the need for extensive IT consulting and professional services. However, the challenge of adapting to changing regulations and business conditions may impact the growth of the global trade management software market.Trade Management Software: Overcoming Challenges in Organizations’ Trade Businesses Trade management software has become essential for businesses in trade-related sectors to enhance supply chain efficiency, visibility, and compliance. Primary drivers include predictive analysis, real-time insight, and technology adoption. However, organizations face challenges in implementing these systems. Small & Medium Enterprises (SMEs) and retailers grapple with resource utilization and affordability. Trade compliance, restricted party screening, and trade-related regulations add complexity. Traditional techniques like manual processes and spreadsheets hinder progress. The transportation & logistics industry, with its focus on shipping and transportation management systems, faces challenges in supply chain visibility and real-time tracking. Social distancing measures and worldwide shipping costs further complicate matters. Traders and trading activities require systems that offer accurate, timely information for effective decision-making. Research and development in software solutions continue to address these challenges, providing vertical solutions for various industries. Training and technology adoption are key to successful implementation. In conclusion, trade management software offers significant benefits, but organizations must navigate challenges to fully realize its potential. By addressing these issues, businesses can streamline their operations, increase supply chain efficiency, and stay competitive in the global market.

For more insights on driver and challenges – Download a Sample Report

Segment Overview 

This trade management software market report extensively covers market segmentation by

Deployment 1.1 Cloud-based1.2 On premiseEnd-user 2.1 Retail and consumer goods2.2 IT and telecom2.3 Automotive2.4 Transportation and logistics2.5 OthersGeography 3.1 North America3.2 Europe3.3 APAC3.4 South America3.5 Middle East and Africa

1.1 Cloud-based-  Trade management software is a modern solution for businesses seeking to replace manual processes and traditional enterprise resource planning systems. This software comes with built-in trade management features or internally developed solutions. The cloud-based deployment model is popular among enterprises aiming to reduce IT infrastructure costs, enhance supply chain flexibility, and improve efficiency. For instance, Oracle Corp.’s expansion of their transportation and trade management suite in Oracle Fusion Cloud SCM in February 2024 aimed to help businesses manage logistics networks and handle supply chain disruptions. Cloud-based trade management software is scalable, manages all assets centrally, and streamlines workflow. It can be deployed quickly and requires minimal investment, making it ideal for businesses requiring real-time access to updated information. Advanced enterprises, especially those with complex trade operations, benefit from cloud-based solutions to maintain updated product codes and classifications, share information with partners, and communicate effectively with customs authorities and trading partners. The global trade management software market is expected to grow due to these advantages.

For more information on market segmentation with geographical analysis including forecast (2024-2028) and historic data (2018 – 2022)  – Download a Sample Report

Learn and explore more about Technavio’s in-depth research reports

The global trade finance market facilitates international trade by providing financing solutions like letters of credit and trade credit insurance. It enables businesses to mitigate risks and secure payment for goods and services across borders, fostering economic growth and trade relationships globally.

The global algorithmic trading market employs automated systems to execute high-speed trades based on pre-defined criteria. It enhances market efficiency by reducing human error and reaction times, thereby increasing liquidity and trade volumes across financial markets worldwide.

Research Analysis

Trade management software is a vital tool for businesses engaged in international trade, facilitating the execution and optimization of import-export activities. This software assists organizations in managing trade compliance, ensuring adherence to import-export legislation, and mitigating compliance risks. Key features include custom filings, restricted party screening, free trade zone management, and shipment tracking. Additionally, trade management software offers components like vendor management, import/export management, invoice management, services, consulting, implementation, deployment, and on-cloud solutions to streamline the entire supply chain process. By automating and integrating various aspects of international trade, businesses can improve efficiency, reduce errors, and enhance overall competitiveness.

Market Research Overview

The Trade Management Software market is experiencing significant growth due to the digitalization of international commerce and the increasing complexity of import-export activities. The market is driven by various factors including the adoption of cloud-based technologies, automation, AI, and ML in supply chain management. Compliance risk, cross-border transactions, and customs filings are major impediments in global trade, leading firms to invest in efficient supply chain solutions. The impact of emerging technologies such as AI and automation on trade management is substantial, with predictive analysis and real-time insight enabling firms to optimize resource utilization and reduce lead times. The aerospace and defense industry, energy sector, IT & telecom industry, and consumer goods are major end-users of trade management software. However, impediments such as limited bandwidth, lack of access in developing countries, and legal policies pose challenges to the market. The implementation of GTM software requires careful consideration of on-cloud or on-premise deployment, infrastructure, and system compatibility. The market is expected to continue growing, driven by the need for supply chain efficiency, supply chain visibility, and compliance with international trade legislation. The market is also impacted by disruptions such as social distancing measures and e-commerce growth, which require organizations to adapt quickly to changing market conditions. The market for trade management software is expected to continue to evolve, with a focus on automating complex processes, improving compliance risk management, and increasing supply chain visibility.

Table of Contents:

1 Executive Summary
2 Market Landscape
3 Market Sizing
4 Historic Market Size
5 Five Forces Analysis
6 Market Segmentation

DeploymentCloud-basedOn PremiseEnd-userRetail And Consumer GoodsIT And TelecomAutomotiveTransportation And LogisticsOthersGeographyNorth AmericaEuropeAPACSouth AmericaMiddle East And Africa

7 Customer Landscape
8 Geographic Landscape
9 Drivers, Challenges, and Trends
10 Company Landscape
11 Company Analysis
12 Appendix

About Technavio

Technavio is a leading global technology research and advisory company. Their research and analysis focuses on emerging market trends and provides actionable insights to help businesses identify market opportunities and develop effective strategies to optimize their market positions.

With over 500 specialized analysts, Technavio’s report library consists of more than 17,000 reports and counting, covering 800 technologies, spanning across 50 countries. Their client base consists of enterprises of all sizes, including more than 100 Fortune 500 companies. This growing client base relies on Technavio’s comprehensive coverage, extensive research, and actionable market insights to identify opportunities in existing and potential markets and assess their competitive positions within changing market scenarios.

Contacts

Technavio Research
Jesse Maida
Media & Marketing Executive
US: +1 844 364 1100
UK: +44 203 893 3200
Email: media@technavio.com
Website: www.technavio.com/

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ImageTrend CFO John Wolfenden Accepted Into Forbes Finance Council

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Invitation-only professional community selects finance leader based on the depth and diversity of his experience 

EAGAN, Minn., July 24, 2026 /PRNewswire/ — ImageTrend, the leading provider of software and AI intelligence for emergency response, healthcare and public safety organizations, today announced that Chief Financial Officer John Wolfenden has been accepted into the Forbes Finance Council.

The Forbes Finance Council brings together executives, investors, and market operators who help shape how capital is allocated, managed, and protected in increasingly complex environments. The invitation-only members are vetted by a selection process that evaluates professional experience, leadership, and industry expertise. 

Wolfenden was selected following a review of his experience as CFO of multiple software companies and his track record of strengthening financial operations, improving business processes and supporting growth. At ImageTrend, he leads the finance function and serves as a strategic partner across the business as the company advances its AI-powered platform and supports more than 11,000 agencies. 

Recognized Finance Leadership 

Across his CFO roles, Wolfenden has focused on operational improvement, business growth and building finance functions that serve as strategic partners across the organization. At ImageTrend, he plays a critical role in the executive leadership team, overseeing financial strategy and operations and helping the company build the scalable foundation required for long-term growth. 

“John’s impact at ImageTrend goes well beyond the finance function,” said Joe Graw, Interim Chief Executive Officer and Chief Growth Officer. “He brings financial discipline, commercial perspective and a roll-up-your-sleeves approach to the decisions that shape how we grow and serve our customers. His selection for Forbes Finance Council is well deserved and gives him a valuable platform to share that expertise with other finance leaders.” 

Contributing to a Selective Finance Community 

As a council member, Wolfenden will join a curated peer community and have opportunities to work with an editorial team to share expert insights in original articles and contribute to Expert Panels on Forbes.com. He plans to share lessons from scaling software organizations and strengthening finance operations. 

“I am honored to have been selected to join Forbes Finance Council,” said Wolfenden. “I look forward to exchanging ideas with other finance leaders and learning from their experiences. I have always believed that finance should work closely with every part of the business, helping teams solve problems and make sound decisions. I am excited to bring what I learn back to ImageTrend as we continue improving how we operate and supporting the company’s growth.” 

For more information about ImageTrend, visit www.imagetrend.com.

About ImageTrend 

ImageTrend helps emergency response teams who struggle with documentation overload by giving them one AI-powered operating system so they can command with confidence and protect more lives with better decisions. 

Founded in 1998, the company serves more than 11,000 agencies in the United States, Canada and United Arab Emirates across Fire, Emergency Medical Services, and Hospital segments. With its deep industry knowledge and advanced data analytics capabilities, the software provider helps its customers streamline operations, shape long-term strategies, and dramatically improve outcomes. Its AI-embedded product solutions and dedicated team provide the intelligence and confidence that first responders need to tackle today’s challenges and prepare for tomorrow’s uncertainties.

About Forbes Councils 

Forbes Councils is a collective of invitation-only communities created in partnership with Forbes and the expert community builders who founded Young Entrepreneur Council (YEC). In Forbes Councils, exceptional business owners and leaders come together with the people and resources that can help them thrive.

To learn more about Forbes Councils, visit https://councils.forbes.com.

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SOURCE ImageTrend LLC

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Okuma America Corporation to Exhibit at IMTS 2026 with Comprehensive Lineup

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Newly Designed Machines, Open-architecture CNC Control, Multiple Automation Systems, Intelligent Technologies, World-Class Services, Sustainable Initiatives, & More to be Featured

CHARLOTTE, N.C., July 24, 2026 /PRNewswire/ — The leadership team at Okuma America Corporation, a global leader and single-source builder of computer numeric control (CNC) machine tools, controls, and automation systems, is excited to announce the company’s exhibition plans for the 2026 International Manufacturing Technology Show (IMTS) to be held in Chicago, Illinois, from September 14 to 19, 2026.

Within its 17,000 square-foot booth, the company plans to showcase a comprehensive offering for the metalworking industry featuring new CNC machine tools, an industry-leading CNC control, a robust line of automation systems, intelligent manufacturing technologies, new world-class services, and more. Okuma America Corporation will host a media event in the South Hall (Booth #338500) on Tuesday, September 15 at 2:00 pm to highlight the company’s IMTS offerings, share insights from the Okuma leadership team, and showcase latest technologies during booth tours.

New & Notable

Four CNC Machines to Make Americas Debut
Of the 11 CNC machine tools Okuma will exhibit at IMTS 2026, four will make their debut in the Americas:

NEW – Okuma MB-100V Vertical Machining CenterNEW – Okuma GENOS M4000H-e Horizontal Machining CenterNEW – Okuma MS-320H Horizontal Machining CenterNEW – Okuma MULTUS U1000 Multitasking Lathe

Okuma Factory Automation and Peripherals
Okuma will present a comprehensive lineup of automation systems developed by the Okuma Factory Automation (OFA) Group, along with best-in-class solutions from its industry partners, all of which seamlessly integrate with Okuma machines. Leading the charge on automation innovation, Okuma is partnering with Intrinsic AI to display an AI automation robot cell. The company is pleased to announce that 9 of its 11 IMTS 2026 CNC machine tools will be paired with automation systems, including three solutions making their debut in the Americas:

NEXT GENERATION – Okuma Robot Loader (ORL) Series Enhancements & Additions – easy-to-integrate robotic systems designed to load and unload workpieces from machinesOkuma Robot Loader Drawer II (ORL-D II)Okuma Robot Loader for Machining Centers (ORL-MC II) with palletOkuma Robot Loader Plus with Pallet (ORL+) – a system designed to perform multiple functionsNEW – Okuma Tower Pallet Changer – vertical, two-level pallet changer with 13-pallet capacityNEW – Modular Automatic Tool Changer

NEW Virtual Reality Experience
Okuma will provide IMTS 2026 attendees with the opportunity to explore various Okuma machine models in a virtual reality environment. A dedicated area within the Okuma booth (booth #338500) will be available for participants to wear a virtual reality headset to view, walk around, and interact with a virtual 3D model of various Okuma CNC machine tools. This includes models beyond what is physically being exhibited within the booth, such as the MCR-A5CII double column machining center.

NEW Explore the Okuma Global Repair Center
Okuma is thrilled to share details of its newly constructed Global Repair Center at its headquarters campus in Charlotte, NC. The 35,000 square-foot facility brings mechanical and electrical repair, component exchange, upgrades, and legacy part fabrication together in a new, state-of-the-art building that is four times larger than previous dedicated space. Backed by advanced inspection, testing, CNC simulation, and thousands of ready-to-ship parts, the facility maximizes uptime, safeguards Okuma users’ investment, and reinforces Okuma’s promise to Passionately Pursue a Customer for Life. Booth visitors may explore the new facility via a 3D-printed model and watch a video of the facility’s impressive operations.

NEW Tribute to America 250
Okuma is pleased to recognize and celebrate the 250th anniversary of the United States of America with several tributes within its booth experience. Booth visitors can see an intricately-crafted Bald Eagle which is being created on the Okuma MU-8000V vertical machining center. Additionally, the company will also reward attendees who complete an in-booth survey with an exclusive baseball hat that features an American flag design element. Also, the GENOS M4000H-e horizontal machining center, which will be making its Americas Debut, will feature a one-of-a-kind patriotic graphics theme, produced by the company’s NASCAR partner, Richard Childress Racing.

Okuma Machine Featured in Partner Booth
Okuma is proud to partner with 50+ companies in the manufacturing industry through our Partners in Technology program, many who will be featured in demonstrations throughout the Okuma booth. Several program members are also exhibiting at IMTS 2026, including Air Turbine Tool. They will feature an Okuma GENOS M560-V vertical machining center in working display at their booth (#431645).

Comprehensive Technology Lineup

Okuma will showcase 11 CNC machine tools at the show, representing a wide range of the company’s vast product lines. Among these are four new products making their Americas debut. Additionally, ten unique automation systems will be on display, including three proprietary innovations from Okuma Factory Automation. The distinctive OSP-P500 control system will be featured on 9 of the 11 CNC machines in the booth, as well as on free-standing interactive simulators. Okuma will also highlight key components of its world-class service and support program.

Okuma’s complete IMTS 2026 machine, control, and automation lineup includes:

Okuma Machining Centers

 Paired Automation System

GENOS M4000H-e – NEW

 Internal Two-Station Automatic Pallet Changer (APC)

MB-100V – NEW

MB-5000HII

 Okuma Tower Pallet Changer

MS-320H – NEW

 Okuma Robot Loader Drawer II (ORL-D II)

MU-8000V

 Modular Automation Cell

GENOS M460V-5AX (5-axis)

Okuma Robot Loader Machining Center II (ORL-MC II) & Modular Automatic Tool Changer (ATC)

Lathes

 Paired Automation System

LB2000 EX III MYW

 Okuma Robot Loader Plus with pallet (ORL+)

LT2000 EX 3T3MY

 Okuma NC Unloader and LNS Bar Feeder

LU3000 EX

 Okuma Gantry Loader (OGL)

Multitasking Lathes

 Paired Automation System

MULTUS U1000 – NEW

Grinder

Paired Automation System

GA26W

Okuma Robot Loader Plus with pallet (ORL+)

Other Highlights

Okuma Speaking & Media Engagements
There will be multiple opportunities for show visitors to attend speaking engagements led by Okuma executive leadership and experts, including:

Okuma Press Conference on Tuesday, 9/15 at 2 PM CST, located in the Virtual Reality section of Okuma Booth (booth #338500)Simon Schneider, Director of Okuma Factory Automation, to present “The Automation Impact: Short-Term Wins to Long-Term Transformations” at Room W192-C on Tuesday, 9/15 at 2:15 CSTWade Andersion, Vice President of Engineering and Okuma Factory Automation, to present at the Blaser Swisslube Booth (booth #431228) on Tuesday 9/15 at 3 PM CST

Okuma is pleased to partner with a variety of manufacturing trade publications for scheduled media engagement and filming sessions throughout IMTS 2026. This includes outlets such as Practical Machinist, MTD CNC, Modern Machine Shop, and more.

Sustainability Initiatives
At Okuma, we’re working together to build a better machine tool and a better future. Okuma CNC machines are equipped with Okuma’s “Green Smart Machine” technology, a series of combined technologies that harmonize high-performance machining with intelligent energy management controls. Specifically, these technologies include Okuma’s proprietary ECO suite plus and Thermo-Friendly Concept, both of which will be displayed at IMTS 2026.

Okuma Best-in-Class Distributor Network
In support of Okuma’s mission of ‘Passionately Pursuing a Customer for Life’, Okuma has created strategic relationships with best-in-class distributorships to support customer needs within their local regions of operation. Representatives from each of Okuma’s distributors will be onsite at IMTS 2026.

Okuma Partners in Technology
Okuma’s Partners in Technology network brings together 50+ companies that represent best-in-class manufacturing solutions and technologies that pair perfectly with Okuma CNC machine tools.

For more information on Okuma’s IMTS offering, visit www.okuma.com/imts.

About Okuma America Corporation
Okuma America Corporation is the U.S.-based sales, marketing, engineering, and service affiliate of Okuma Corporation, a world-leading builder of CNC (computer numeric control) machine tools, controls, and automation systems. The company was founded in 1898 in Nagoya, Japan, and is the industry’s only single-source provider of CNC machines, drives, motors, encoders, spindles, and automation systems, all manufactured by Okuma. The company designs its own CNC controls to integrate seamlessly with each machine tool’s functionality. In 2014 Okuma launched the Okuma App Store, the industry’s only centralized online marketplace for machine tool apps and related content at that time. Along with its extensive distribution network (largest in the Americas), and Partners in Technology network of enhanced manufacturing technologies, Okuma is committed to helping users gain competitive advantage through the open possibilities of machine tools today and into the future. For more information, visit Okuma.com or follow us on Facebook, Instagram, LinkedIn and X.

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TrendAI™ Adopts Claude Opus 5 to Advance Vulnerability Prioritization, Assessment, and Virtual Patching

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As a participant in Anthropic’s Cyber Verification Program, TrendAI applies frontier reasoning to convert vulnerability intelligence into faster protection across hybrid environments

DALLAS, July 24, 2026 /PRNewswire/ — TrendAI™, the enterprise AI security leader from Trend Micro Incorporated (TYO: 4704; TSE: 4704), today announced it is adopting Claude Opus 5, Anthropic’s latest and most capable Opus model, to help security teams convert vulnerability intelligence into immediate protection, from prioritization and assessment through to virtual patching. The move builds on TrendAI’s collaboration with Anthropic on Claude Opus 4.8, extending the same defensive focus to a model that delivers step-change gains in advanced reasoning, agentic workflows, and long-horizon analysis. As AI makes finding vulnerabilities easier than ever, the harder problem becomes protecting organizations faster than software can be permanently patched, and that is where TrendAI is putting Opus 5 to work.

As a participant in Anthropic’s Cyber Verification Program, which credentials organizations for the defensive use of frontier AI models, TrendAI is positioned to apply Claude Opus 5 to defensive security as access becomes available. The model is Zero Data Retention compatible, supporting TrendAI’s governance and data-protection requirements as it scales AI across security operations.

Rachel Jin, Chief Platform and Business Officer, Head of TrendAI™:
“With Claude Opus 5, TrendAI can move from vulnerability intelligence to action faster than ever, prioritizing what matters most by exploitability and business impact. Finding the vulnerability was always the hard part. Now the challenge is protecting organizations faster than software can be permanently patched, and frontier reasoning is what changes that equation, extending all the way to virtual patching that protects customers before a vendor fix ships. This is what it means to secure the AI age, fearlessly.”

These capabilities support TrendAI Vision One™ in helping security analysts, AppSec teams, and SOC teams prioritize exposure, map attack paths, and accelerate mitigation, including virtual patching, across hybrid environments, moving vulnerability management from a static scanning process into a faster, context-aware risk mitigation workflow.

About TrendAI™
TrendAI™, the global AI security leader and enterprise business unit of Trend Micro, empowers organizations with full AI visibility and consolidated security that inspires confidence, drives innovation, and eliminates risk. Trusted by the largest enterprises and governments across 185 countries, TrendAI™ secures the entire organization, from identities, to infrastructure, to data. Global Fortune 500 companies rely on TrendAI™ to cut risk and stop threats up to three months earlier, powered by world-leading threat and attack intelligence. Through deep ecosystem partnerships with market leaders like NVIDIA, Anthropic, AWS, Google, and Microsoft, TrendAI™ empowers your organization to securely drive forward at the speed of AI. AI Fearlessly. Learn more: trendaisecurity.com

About Anthropic
Anthropic is an AI safety and research company dedicated to building reliable, interpretable, and steerable AI systems. Its Claude family of models, including Claude Opus 5, enables advanced capabilities across a wide range of applications, including code understanding and security analysis.

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