Data Security Reimagined: Chorology’s CAPE Platform – A Game-Changer for Business

As a business analyst with a keen eye for emerging technologies and their potential to transform business operations, I’ve always been drawn to innovative solutions that address critical challenges in the ever-evolving digital landscape. In today’s data-driven world, where organizations across all industries rely heavily on data to drive innovation, fuel growth, and make informed decisions, the security and compliance of this data have become paramount. The sheer volume and complexity of data, coupled with stringent regulatory requirements such as GDPR, CCPA, and HIPAA, make it a herculean task for organizations to protect their sensitive information and avoid costly penalties.

In my quest to identify cutting-edge solutions that address these challenges effectively, I came across Chorology, a Silicon Valley-based company that is revolutionizing the field of data security and compliance with its groundbreaking Deep AI technology. Founded by Tarique Mustafa, a visionary leader with over two decades of experience in the cybersecurity domain, Chorology offers an innovative solution called the Compliance and Posture Enforcement (CAPE) platform. This AI-powered platform automates data compliance and security posture management, empowering businesses to proactively protect their data and navigate the complex landscape of regulatory requirements with unprecedented ease.
From a business analyst’s perspective, Chorology’s CAPE platform presents a compelling value proposition. It addresses the critical gaps in current enterprise data governance frameworks, which often rely on manual processes, spreadsheets, and legacy systems that are not only time-consuming and error-prone but also inefficient in the face of today’s data-driven world. As data volumes continue to grow exponentially, these manual methods become increasingly unsustainable, placing an overwhelming burden on IT teams and security professionals.

Chorology’s CAPE platform offers a range of features and capabilities that enable businesses to achieve a robust security posture and ensure compliance with relevant regulations. Its Deep AI engine automatically discovers and classifies sensitive data across various data stores, both on-premises and in the cloud, eliminating the need for manual data inventories, which are often time-consuming and prone to errors. By automating this critical task, CAPE ensures that all sensitive data is identified and protected, regardless of where it resides.

Furthermore, CAPE continuously assesses the risk associated with sensitive data and provides actionable insights to remediate vulnerabilities. This proactive approach helps organizations stay ahead of potential threats and minimize the risk of data breaches. By identifying and mitigating risks in real-time, CAPE empowers businesses to take a proactive stance towards data security, rather than reacting to incidents after they occur.

Another key capability of CAPE is its compliance monitoring and reporting functionality. CAPE monitors data access and usage patterns to ensure compliance with relevant regulations and generates detailed reports that provide visibility into data security and compliance posture, enabling businesses to demonstrate compliance to auditors and regulators. This comprehensive monitoring and reporting capability ensures that organizations can confidently demonstrate their adherence to industry standards and regulatory requirements.

Moreover, CAPE automates various tasks involved in data security and compliance, such as data masking, encryption, and access control. This frees up IT teams to focus on more strategic initiatives, rather than being bogged down by manual tasks. By automating these routine tasks, CAPE enables IT teams to focus on higher-value activities that drive innovation and business growth.

The benefits of Chorology’s CAPE platform are numerous and far-reaching. From a business analyst’s perspective, these benefits can be categorized into tangible and intangible benefits. Tangible benefits include reduced costs associated with data breaches, fines, and manual compliance processes, as well as increased efficiency and productivity gains from automation. Intangible benefits include enhanced data security, improved compliance, and improved visibility into data security and compliance posture.

In conclusion, Chorology’s CAPE platform is a strategic investment for any organization that seeks to enhance its data security and compliance posture. By leveraging Deep AI, CAPE automates various tasks involved in data governance, enabling businesses to achieve a robust security posture, ensure compliance with relevant regulations, and reduce costs. As data volumes continue to grow and regulatory requirements become more stringent, Chorology’s innovative solution is poised to become an indispensable tool for businesses of all sizes. By embracing the power of AI, organizations can navigate the complex landscape of data security and compliance with confidence, ensuring the safety and privacy of their most valuable asset: their data.

See our article published on American Weekly Magazine
American Weekly: Data Security Reimagined

Tarique Mustafa: The Cybersecurity Leader Protecting Business Value in the Digital Age

Tarique Mustafa’s career is not just one of professional success; it’s one of dedication to cybersecurity technology. From his early days as a gifted child in Pakistan to his current role as a leading figure in AI-powered data security and compliance, Mustafa’s story is a model for entrepreneurs and technologists. 

The Early Years

Mustafa’s journey began in Karachi, Pakistan, where his curiosity and passion for technology quickly set him apart.

He was a gifted child, completing high school before the age of ten, a feat that showcased his exceptional intellectual capabilities. This early academic success laid the foundation for his future pursuits, leading him to perform PhD work and research in computer science and earn dual master’s degrees in engineering and computer science from the University of Southern California (USC) and a bachelor’s degree in mechanical engineering from NED University of Engineering & Technology. 

A Career Built on Innovation

Mustafa’s career has been characterized by his commitment to advocating for new cybersecurity and artificial intelligence technology solutions. He has consistently sought to identify and address unmet needs in the industry, leading him to hold senior leadership positions at several prominent technology companies.  

His journey began at leading brands like Symantec, DHL-Airways IT, MCI WorldCom, and EDS, where Mustafa quickly grew as a senior software architect, leading him to be able to co-launch his first startup, Network Utilities, delivering wireless security infrastructure. This venture showcased his ability to identify market needs and develop and implement innovative solutions. The company’s success culminated in its acquisition by Andes Networks in 2003, where Mustafa served as CTO, architecting innovative SSL security appliances that drove the company’s value and growth until Andes was acquired by Sun Microsystems just six months later.

These experiences contributed to Mustafa’s extensive expertise in the complexities and cybersecurity challenges of large-scale, globally networked enterprises. He recognized that global businesses need to holistically understand and protect the sensitive data generated and stored in their complex digital ecosystems.

The Entrepreneurial Spirit: From Network Utilities to GhangorCloud

While serving as an entrepreneur-in-residence at Artiman Ventures, Mustafa applied his entrepreneurial spirit to co-found Nex-Tier Networks and later, GhangorCloud.com—two successful startups offering innovations in network-based cybersecurity and data security. 

Mustafa’s passion for cybersecurity innovation and understanding of artificial intelligence led him to co-found GhangorCloud, Inc. The company developed a patented AI-powered cybersecurity platform offering the Information Security Enforcer (ISE) product suite, recognized as a military-grade, “Gold Standard” in the data leak prevention industry, protecting enterprises against internal and external attackers.

GhangorCloud’s widespread adoption across sectors highlights Mustafa’s ability to combine his expertise in AI and cybersecurity to create solutions that address businesses’ expanding data security needs as their data use expands, further solidifying his reputation in his field.

Chorology: Advancing Data Compliance and Security

Mustafa’s unique way of approaching problems culminated in 2021 when he founded his third company, Chorology, Inc, which is dedicated to providing deep AI-based data compliance, security, and governance solutions. With data breaches rising, Mustafa recognized the growing challenges global CISOs and CIOs face in ensuring compliance with data privacy and security regulations. From his experience working with global security leaders, Mustafa knew that most data compliance and security teams couldn’t keep up with today’s rising data volumes and global enterprise sprawl, which is a relevant issue for today’s evolving deployments of AI/ML models.

Mustafa set out to automate enterprise data compliance processes by developing a new knowledge-object-based data paradigm that requires no machine learning, receiving multiple patents in less than six months. His team built the industry’s first Compliance and Security Posture Enforcement Platform (CAPE) powered by an innovative deep-AI engine that simplifies complex and expensive data discovery, classification, and enforcement processes. CAPE’s Automated Compliance Engine (ACE) does the work of understanding all enterprise data globally. It lets businesses manage the risk of this sensitive data as it is leveraged for growth and innovation, including controlling how data is used in today’s AI/ML models.

Contributing to the Future of Data Governance

Mustafa’s career is one of vision, dedication, and developing and commercializing innovation. He has consistently pushed the boundaries of technology, developing security solutions that address the evolving needs of businesses and governments globally. As a leader, he has inspired and helped his teams to achieve extraordinary results.  

Mustafa’s contributions to the field of data security, compliance, and governance have been widely recognized. He has been invited to speak at numerous industry events, sharing his insights and expertise with global audiences from Silicon Valley to Europe, Pakistan, and Dubai. He has also been featured in several publications, including Corporate Vision, HealthTech Magazine, Mirror Review, Dark-Reading, Security-Boulevard, and Killer Startups.  

Empowering and Driving Progress

Tarique Mustafa attributes his success to empowerment through innovation. He has empowered global businesses, governments, and military organizations to protect their sensitive data from leaks, exfiltration, and state-sponsored attacks while complying with privacy regulations on a global scale. He has empowered his teams to develop solutions that are changing the data security, compliance, and governance industries. He is also helping countless individuals through his leadership, mentorship, and philanthropic endeavors,

As Chorology continues to grow and innovate, Mustafa’s vision will continue to contribute to the future of cybersecurity and data governance. 

Read more in Digital World.  https://www.digitaljournal.com/tech-science/tarique-mustafa-the-cybersecurity-leader-protecting-business-value-in-the-digital-age/article

Chorology.ai: Revolutionizing Data Security and Compliance with Deep AI

By TrentBradshaw, February 7, 2025

Empowering businesses to protect their data and meet regulatory requirements with ease

In today’s digital age, data is the lifeblood of businesses across all industries. It drives innovation, fuels growth, and enables organizations to make informed decisions. However, this reliance on data also brings forth significant challenges, particularly in the realm of data security and compliance. The ever-increasing volume and complexity of data, coupled with stringent regulatory requirements, make it a herculean task for organizations to ensure the safety and privacy of their sensitive information. Traditional data governance frameworks, often reliant on manual processes and outdated technologies, struggle to keep pace with these challenges, leaving businesses vulnerable to data breaches, hefty fines, and irreparable reputational damage.

Enter Chorology, a Silicon Valley-based company that is at the forefront of revolutionizing data security and compliance through its groundbreaking Deep AI technology. Founded by Tarique Mustafa, a visionary leader with over two decades of experience in the cybersecurity domain, Chorology offers an innovative solution called the Compliance and Posture Enforcement (CAPE) platform. This AI-powered platform automates data compliance and security posture management, empowering businesses to proactively protect their data and navigate the complex landscape of regulatory requirements with unprecedented ease.

The Urgent Need for Intelligent Automation in Data Security and Compliance

The traditional approach to data security and compliance often involves manual processes, spreadsheets, and legacy systems that are not only time-consuming and error-prone but also inefficient in the face of today’s data-driven world. As data volumes continue to grow exponentially, these manual methods become increasingly unsustainable, placing an overwhelming burden on IT teams and security professionals. Moreover, the ever-changing regulatory landscape, with regulations like GDPR, CCPA, and HIPAA constantly evolving, adds another layer of complexity to data governance. Organizations find themselves in a constant race against time, struggling to keep up with the latest requirements and ensure compliance.

To address these challenges effectively, organizations need a more intelligent and automated solution. Chorology’s CAPE platform provides precisely that. By harnessing the power of Deep AI, CAPE automates various tasks involved in data security and compliance, such as data discovery, classification, risk assessment, and remediation. This automation not only liberates valuable time and resources but also significantly improves accuracy and efficiency, reducing the risk of human error and ensuring that critical security tasks are handled with precision and speed.

Chorology’s CAPE Platform: A Paradigm Shift in Data Security and Compliance

Chorology’s CAPE platform is a comprehensive solution that addresses the critical gaps in current enterprise data governance frameworks. It offers a range of features and capabilities that enable businesses to achieve a robust security posture and ensure compliance with relevant regulations.

Deep AI-Powered Data Discovery and Classification: CAPE’s Deep AI engine automatically discovers and classifies sensitive data across various data stores, both on-premises and in the cloud. This eliminates the need for manual data inventories, which are often time-consuming and prone to errors. By automating this critical task, CAPE ensures that all sensitive data is identified and protected, regardless of where it resides.

Automated Risk Assessment and Remediation: CAPE continuously assesses the risk associated with sensitive data and provides actionable insights to remediate vulnerabilities. This proactive approach helps organizations stay ahead of potential threats and minimize the risk of data breaches. By identifying and mitigating risks in real-time, CAPE empowers businesses to take a proactive stance towards data security, rather than reacting to incidents after they occur.

Compliance Monitoring and Reporting: CAPE monitors data access and usage patterns to ensure compliance with relevant regulations. It also generates detailed reports that provide visibility into data security and compliance posture, enabling businesses to demonstrate compliance to auditors and regulators. This comprehensive monitoring and reporting capability ensures that organizations can confidently demonstrate their adherence to industry standards and regulatory requirements.

Intelligent Automation and Orchestration: CAPE automates various tasks involved in data security and compliance, such as data masking, encryption, and access control. This frees up IT teams to focus on more strategic initiatives, rather than being bogged down by manual tasks. By automating these routine tasks, CAPE enables IT teams to focus on higher-value activities that drive innovation and business growth.

Benefits of Chorology’s CAPE Platform

Chorology’s CAPE platform offers a multitude of benefits to businesses of all sizes, across all industries.

Enhanced Data Security: CAPE’s Deep AI-powered capabilities enable businesses to proactively identify and protect sensitive data, reducing the risk of data breaches and cyberattacks. This enhanced security posture provides peace of mind, knowing that critical data assets are safeguarded against unauthorized access and malicious threats.

Improved Compliance: CAPE automates compliance monitoring and reporting, ensuring that businesses meet regulatory requirements and avoid costly fines and penalties. This streamlined compliance process not only saves time and resources but also minimizes the risk of non-compliance, protecting businesses from financial and reputational damage.

Increased Efficiency: CAPE’s automation capabilities save time and resources, allowing IT teams to focus on more strategic initiatives. This increased efficiency translates to improved productivity and faster time-to-market for new products and services.

Reduced Costs: CAPE helps businesses avoid the costs associated with data breaches, fines, and manual compliance processes. By automating critical security and compliance tasks, CAPE reduces the need for manual intervention, freeing up valuable resources and minimizing the risk of costly errors.

Improved Visibility: CAPE provides comprehensive visibility into data security and compliance posture, enabling businesses to make informed decisions about data governance. This improved visibility empowers organizations to take a data-driven approach to security and compliance, ensuring that their strategies are aligned with their business objectives.

Chorology’s CAPE: A Vision for a Secure and Compliant Data-Driven World

Chorology’s CAPE platform is a game-changer in the field of data security and compliance. By leveraging Deep AI, CAPE automates various tasks involved in data governance, enabling businesses to achieve a robust security posture, ensure compliance with relevant regulations, and reduce costs. As data volumes continue to grow and regulatory requirements become more stringent, Chorology’s innovative solution is poised to become an indispensable tool for businesses of all sizes. By embracing the power of AI, organizations can navigate the complex landscape of data security and compliance with confidence, ensuring the safety and privacy of their most valuable asset: their data.

https://technologyjournalmag.com/chorology-revolutionizing-data-security-and-compliance-with-deep-ai/

Chorology: Interview With CEO/CTO And Founder Tarique Mustafa About AI-Powered Data Compliance

By Amit Chowdhry • Dec 13, 2024

Chorology is an innovator in AI-powered data compliance and security posture management that provides modern, intelligently automated enterprise compliance solutions. Pulse 2.0 interviewed Chorology CEO and CTO Tarique Mustafa to learn more about the company. 

Formation Of Chorology

How did the idea for Chorology come together?

Two years ago, during a roundtable discussion with 14 CISOs and CIOs, the Chorology co-founders learned about the most pressing problems faced by top data security practitioners. The feedback was unanimous: ‘We don’t know where our sensitive data is. If we don’t know what sensitive data we have and where it is located, then how can we effectively manage and secure it?’”

Chorology’s founder, Tarique Mustafa, identified a robust AI-based solution. Mustafa, who began his life as a gifted Pakistani child and graduated high school at a very young age, then achieved higher degrees that included twin master’s degrees and PhD research work in AI from USC, led his innovation team to a crucial realization. They concluded that today’s compliance solutions lack the ‘compliance technology engine’ required by enterprises to cost-effectively know their data well enough to quantify and improve their data security risk over time. Current solutions are mostly compliance workflow management platforms without a core AI compliance “engine.”

Mustafa and his team knew that one type of AI capability, machine learning, would never solve this problem for many foundational reasons. Instead, they worked diligently to invent unique deep AI algorithms that automate data discovery, classification, mapping, and compliance enforcement using the core AI principles of knowledge representation, inference calculus, and planning.

Favorite Memory

What has Mustafa’s favorite memory of working for the company been so far? Mustafa said:

“One of my favorite memories of working for CHOROLOGY is the seminal moment when the USPTO patent examiner explicitly recognized the value our team had created. In one of our patents, the examiner states, “ However, none of the cited prior arts.. disclose, or reasonably suggest the … features of an ‘executable planning model” … to process a Data Subject Request (DSR) as required in these independent claims.”  The conclusion of this patent examiner is a rare and very positive USPTO comment, highlighting the innovative nature of our research and the impact we are making in the industry.

Core Products

What are Chorology’s core products? Mustafa explained:

“The Chorology Platform is powered by a Deep AI engine that intelligently automates data compliance and security posture enforcement. Automated enterprise data security solutions include:

– Data Discovery

– Data Classification

– Data Mapping & Risk Assessment

– DSPM Enforcement

– Connectors for structured and unstructured data repositories, on-premise and in-cloud.”

Evolution Of CAPE Technology

How will the technology of the CAPE platform evolve over the next 12-18 months? Mustafa noted:

“Over the next 12-18 months, CHOROLOGY’s technology will evolve as we expand our AI-powered Data Compliance and Security Posture Management (DSPM) platform. Leveraging our Deep-AI engine core, we aim to offer new solutions that further automate enterprise data compliance and security, ensuring organizations increase the accuracy, speed, and coverage of data compliance operations while future-proofing the organization for new regulatory mandates.

For instance, we have already secured patents for the automated remediation of Data Subject Requests (DSRs) which today are a massive drain on time, energy and resources. We are in the process of productizing these DSR automation technologies for a 2025 release. This will enable enterprise compliance organizations to automatically respond to and execute inbound consumer Data Subject Requests, significantly lowering the total cost of sensitive data ownership (TCO).”

Challenges Faced

What challenges have Mustafa and the team faced in building the company? Mustafa acknowledged:

“Yes – many technical challenges related to exponentially rising enterprise data volumes.”

“By 2025, the volume of data and information created, captured, copied, and consumed worldwide is forecasted to reach 181 zettabytes (that is 181 followed by 21 zeros). Nearly 80% of companies estimate that 50% to 90% of their data is unstructured, encompassing text, video, audio, web server logs, and social media activities. Data professionals report that data volumes in their companies are growing by an average of 63% every month, with nearly six in ten organizations admitting they can’t keep up. As enterprise data volume and sprawl expand, data breaches are also increasing, leading to a corresponding rise in compliance fines. More data means more data risk, which translates to a larger attack surface and therefore larger business risk.

From these unstructured data volume market realities, we realized very early on that one type of classical AI capability, machine learning, would never be a solution to these data compliance problems for many foundational reasons. It is impossible for AI systems to create learning models from enterprise data volumes that are always changing and when data objects and data structures are unknown in advance of the learning.”

“The Chorology team rolled up its sleeves to apply another core AI capability to invent unique Deep AI algorithms that intelligently automate data discovery, classification, mapping, and posture enforcement with no upfront machine learning or model training. This was a very hard technical problem to solve requiring the use of the other classical AI components such as knowledge representation, inference calculus, and planning.”

Significant Milestones

What have been some of CHOROLOGY’s most significant milestones? Mustafa cited:

“In Q4 2021, we secured a $9 million strategic investment, marking a significant milestone for our company. Our commitment to innovation was further recognized in Q2 and Q3 of 2024 when the USPTO granted us four blocking patents for our paradigm-shifting compliance automation technology within just four months. Building on this momentum, we are poised to introduce our product to the market along with Beta customers in Q4 2024.”

Funding/Revenue

Where does CHOROLOGY sit in terms of funding and/or revenue metrics? Mustafa revealed:

“Chorology secured a $9 million strategic investment in Q4 2021, establishing a strong financial foundation. The company plans to begin monetization efforts in Q4 2024, with expectations to reach cash flow breakeven by 2025.”

Differentiation From The Competition

What differentiates the company from its competition? Mustafa affirmed:

“Chorology’s competitive differentiation is anchored in its patented, Deep AI core compliance engine (ACE) that is entirely knowledge object based. This innovative engine is mandate-agnostic which allows enterprises to enforce their security posture across any compliance mandate. The ACE engine utilizes data and knowledge objects, including ‘canonical’ and ‘composite’ types, enabling the discovery of sensitive data across any structure, whether unstructured or structured data repositories.”

It ensures accurate, intelligently automated data discovery, classification, and data mapping, all without any machine-learning overhead. Unlike other technologies, CHOROLOGY’s solution does not sit on the repositories to monitor them, thus posing no impact or risk to enterprise database performance. Additionally, while most compliance solutions focus on workflow and ticketing platforms without a true compliance and data security technology engine, CHOROLOGY uniquely offers automated data discovery, classification, mapping, and posture enforcement, setting it apart in the market as measured by total cost of data ownership”

Future Goals

What are some of your future goals for Chorology? Mustafa concluded:

“Chorology’s future goals include expanding the industry verticals the company serves, launching automated data subject request remediation in 2025, and creating go-to-market channel partnerships with Managed Security Service Providers (MSSPs), Independent Software Vendors (ISVs), System Integrators (SIs), and other large enterprise compliance consulting firms. These partnerships will be based on shared-value models to accelerate CHOROLOGY’s global footprint.”

https://pulse2.com/chorology-profile-tarique-mustafa-interview/

Chorology Announces The First AI-Powered Compliance Engine to Auto-Identify, Discover, Contextualize, and Classify Sensitive Data at Ultra High-Speed and Scale

Automated AI-powered Compliance

Screenshot

Mandate-Agnostic AI Data Compliance and DSPM Technology Breaks Compliance Industry Barriers and Future-Proofs Enterprises for Emerging Regulations

SAN JOSE, Calif. – October 28, 2024 – CHOROLOGY.ai, an innovator in AI-based compliance and security posture management, today uncovered the AI innovations behind its Compliance and Posture Enforcement (CAPE) Platform to reveal Compliance and DSPM industry-firsts in artificial intelligence. Powered by a confluence of three core AI technology sub-fields, Chorology’s Automated Compliance Engine (ACE) is built on AI-based Knowledge Encoding, a powerful new Domain Language Model (DLM) Paradigm, and AI Planning Automation. These patented technologies coalesce, providing the first and only mandate-agnostic solution to deliver a complete view of ALL sensitive enterprise data (known and unknown) throughout structured and unstructured environments. 

Several compliance and security challenges continue to pose major risks to organizations making technology that accurately identifies, contextualizes and classifies data a must-have. Most organizations are incapable of discovering and classifying unknown sensitive data in unstructured repositories. Regulatory mandates are constantly changing and expanding, as worldwide enterprise data volumes and data sprawl continue to rise exponentially with forecasts at 181 Zettabytes by 2025.[1] In addition, CISOs, CIOs and CTOs are investing in new forms of AI (such as LLMs) to transform business processes. This use of AI/ML heavily relies on the secure exchange of data at rest and enroute creating even more need to know and protect sensitive data.

A related and still unsolved compliance challenge is efficiently responding to consumers’ Data Subject Access Requests (DSARs). To illustrate, the California Consumer Privacy Act (CCPA) and EU’s GDPR both say that consumers have the right to make requests to businesses about the personal information collected, the commercial purpose for collecting their information, the third parties to whom the business discloses said information, and the specific pieces of information collected. The CCPA provides a 45-day window to respond to a consumer’s data request and only 30 days under GDPR. Failure to respond to consumer DSARs can leave organizations open to a higher level of administrative fines and financial risk under the GDPR: £17.5 million or up to 4% of annual global turnover – whichever is greater.[2]  

Last, the volume of DSARs is only growing, increasing the need for DSAR automation. According to Statista, “In 2023, 28 percent of internet users worldwide stated having exercised their DSAR rights, up from 24 percent in 2022 resulting in rising requests submitted to companies that collect and keep user data.”

Chorology’s patented compliance automation engine is the first of its kind to employ the core AI technology principles of knowledge encoding and planning automation, without the need for machine learning. This powerful combination empowers ACE with the industry’s first intelligent data compliance and DSPM framework that uniquely frames enterprise data under management as knowledge objects. With this AI framing, very large repositories of sensitive data can be discovered, identified and classified at ultra-high speed and scale. These advancements also enable automated processing of DSARs which can number in the tens of thousands per month, with massive savings in time and penalty avoidance.

By structuring compliance knowledge objects, a practitioner in any industry is now able to apply powerful compliance and governance automation including automated data mapping, risk assessment and DSPM – in ways that are many times more effective and efficient. At today’s rising data volume and sprawl, the field of sensitive data discovery, compliance and security requires highly precise data discovery and classification to generate reliably accurate data risk assessments. The important implication is that these automated compliance and DSPM processes are based on deterministic frame-based AI structured knowledge, which is much faster and more accurate than inefficient, probabilistic-based machine learning AI methods.

Chorology’s Automated Compliance Engine, the AI technology core behind CAPE, is mandate-agnostic and scalable with underlying technologies that make it capable of being extended to future mandates while deprecating system requirements for current mandates. This model reduces the cost of enterprise data compliance and helps expand margins of organizations whose revenue heavily relies on data, by avoiding multiple repository passes or the need for software agents on every repository. This allows organizations to use a single compliance platform with streamlined discovery, requiring only one comprehensive scan of the data across all repositories. 

“Built on a groundbreaking knowledge-based paradigm, Chorology’s intelligently automated compliance engine now makes it possible to automatically discover all known and unknown sensitive data throughout the enterprise’s data universe, where compliance policies can then be automatically applied.” said Tarique Mustafa, CEO/CTO and Founder of Chorology.ai. “Our mandate-adaptive technology uniquely applies knowledge representation and inference encoding disciplines into the artificial intelligence and language understanding to very accurately discover, identify, classify and map data at scale which has not been possible previously.”

Additional Resources

About Chorology, Inc. CHOROLOGY.ai is headquartered in San Jose, Silicon Valley, California with development offices in South Asia. Contact info@chorology.ai,  (408) 713-3303, 2001 Gateway Place, Ste: 710 West Tower, San Jose, CA-95110, USA.  Learn more by visiting https://www.chorology.ai/


[1] ITC, IDC, Gartner

[2] IT Governance UK

Crossing The Compliance Chasm: Part 1 of a 3-Part Chorology Thought Leadership Series

The Impact of Data Compliance on Business and Profitability

Synopsis:

The gap between regulatory compliance mandates and practical implementation and enforcement is widening. Many would characterize the gap as a “Compliance Chasm”.    As digital technology penetrates every aspect of modern life, enterprise data volume and data sprawl are growing exponentially. To protect consumers, compliance and governance bodies are increasing data regulations without consideration for the economic and operational impact on business enterprises.

Despite rising investments in privacy, security and compliance, today’s whack-a-mole enterprise strategy of reacting to new compliance mandates is not keeping up. To “Cross the Compliance Chasm” and take back control to stop expanding enterprise risks, new thinking is required to reduce the cost, complexity and impact of implementing current mandates, while future proofing the enterprise for new regulatory environments.

Enterprises Are Facing Multiple Expanding Enterprise Risks

 

Large Compliance Fines

The frequency and size of regulatory fines are rising for enterprises that do not properly protect consumers’ data. In January 2023, Meta was fined $225M and $193M for Facebook and Instagram for GDPR violations respectively by the Irish Data Protection Commission. Other GDPR violations include $99 million (€90M) in fines to Google by France’s CNIL and $877 million (then €746 million) to Amazon in 2021 by Luxembourg officials. By May 2023, Ireland’s Data Protection Commission concluded an enquiry into Meta Ireland and fined the social media giant an additional $1.3 billion (€1.2B) for additional violations.

 

Exponentially Rising Enterprise Data

By 2025 the volume of data/information created, captured, copied, and consumed worldwide is forecasted to reach 181 Zettabytes.[1] (That is 181 followed by 21 zeros.) Nearly 80% of companies estimate that 50%-90% of their data is unstructured.[2] Think text, video, audio, web server logs, or social media activities. Data professionals see data volumes growing by an average of 63% every month in their companies – and nearly six in 10 organizations say they can’t keep up.[3]As enterprise data expands, data breaches are increasing with a corresponding rise in compliance fines. More data means more data risk and therefore business risk.

[1] IDC; Seagate, Statista 2024

[2] ITC, IDC, Gartner and ESOMAR’s Global Market Research 2022

[3] Dataversity, 8/14/2023

 

Growth in Consumer Profiling

Over the past decades, billions of dollars have been invested in business intelligence and analytics to turn customer engagement and transactional data into behavioral profiles. Enterprises have also been actively buying and selling customers’ individual data to enhance the breadth and depth of these profiles. Better data results in better customer understanding, when used in real-time, increases engagement and monetization.

Over the last few decades, these customer data-driven practices have become synonymous with “business as usual”. Compliant or not, the truth remains that customer data and its use is of high value to businesses. Profitability has become highly dependent on deep customer understanding, powered by petabytes of sensitive and anonymous consumer data in use before, during and after purchase. “Business as usual” is expanding the Compliance Chasm and associated business risks, with almost no end in sight.

 

Hidden Perils

Beyond the risks from rising data volumes, data sprawl, and “business as usual”, enterprises also face rising risk from unintended effects of third parties. Large corporate data incidents make for primetime news headlines and revenue. As news spreads about data breaches, consumer fear spikes. Fearful consumers then submit DSRs (enterprise data service requests) to remove their personal data and reduce their exposure. The increased DSR volume is expensive to process in today’s highly manual data compliance and enterprise IT workflows.

Another source of hidden enterprise risk comes from profit-driven attorneys with technical skills and international reach, who can detect compliance violations in cross-border enterprises. Large class action lawsuits with big attorney fees are becoming commonplace and the payoff in settlement fees can be substantial for attorneys who are skilled at weaponizing compliance mandates against public or private companies.

 

Compliance Disconnect

Today’s global, national, and regional data compliance mandates were created with the best of intentions – to protect consumers’ privacy and keep their data secure. But this “protection” has come at a very steep cost and burden to digital enterprises Most security and privacy compliance policies have been formulated without enough consideration for the impact on business enterprises.

More importantly, these compliance policies were created long before adequate and scalable technologies emerged to enforce these policies. The technical and operating challenges for digital enterprises and organizations go much deeper than most government compliance bodies appreciate. Today’s security, privacy, and data compliance technology solutions are simply not keeping up with protecting enterprises and therefore, their customers’ data either.

See Part 2 for How Businesses are Responding to the Compliance Chasm

Contact Us

For copies of Crossing the Compliance Chasm, please email marketing@chorology.ai.

For further information please contact: info@chorology.ai

Chorology, Inc.

2001 Gateway Place, Suite 710, West Tower,

San Jose, CA. 95110  |  Main:  (408) 713-3303

Crossing The Compliance Chasm: Part 2 of a 3-Part Chorology Thought Leadership Series

How Are Businesses Likely to Respond to Future Compliance Mandates?

Given the risks and costs of responding to today’s compliance mandates, enterprises are likely to start pushing back (strongly) on emerging regulations. The costs from compliance implementation, enforcement, servicing DSRs, and paying regulators’ compliance fines will continue to rise as will lost revenue from re-designing or entirely dismantling data-driven consumer services to meet current mandates. Businesses with problematic compliance infrastructure have few choices until new thinking is applied to platforms and tools to intelligently automate compliance and enforcement.

 

Compliance Infrastructure Choices Can Sacrifice Profitability

Data compliance and enforcement within enterprises is a very intrusive, time-consuming, and costly process. Many enterprises have invested in narrow tools and technology platforms optimized for a single mandate, such as GDPR in the EU, which does not adequately solve for compliance regulations of another mandate such as CCPA in California. Selection of the wrong compliance tools and technology platforms can have devastating intermediate and long-term impact to income and balance sheets after unplanned intra-year investments are required to meet increasingly complex requirements.

 

How Can Businesses Comply Without Sacrificing Profitability?

There are two lines of thinking that make up the best approach for selecting the right compliance tools and technology to meet the mandate(s). First, enterprises must stay informed of the evolving nature of compliance regulations and the major data technology trends driving business value. They must find and select compliance tools with core technology that is aligned with these enterprise data trends. Second, enterprises must adopt technology, tools and practices that provide compliance assurance without compromising business objectives. They must seek out solutions that can ensure compliance and enforcement without scaling costs, as data volumes, sprawl and regulatory mandates expand.

 

Is Technology Available for Decreasing Compliance Complexity and Cost?

Compliance platforms that have evolved over the past thirty years mostly driven by whack-a-mole responses to new mandates, come with two major deficiencies.

First, discovery and classification functions within many of today’s platforms are still limited to known data objects such as a customer’s SSN or an address. In designing their platforms for specific compliance mandates, developers unwittingly constrained their platform capabilities to simple data types within structured data repositories. Many legacy platforms are incapable of complex data object discovery and classification, and cannot accurately discover data objects in unstructured data repositories

A second major deficiency of today’s data compliance platforms is sufficiently automated compliance enforcement. Most of these platforms employ manual processes with marginal automation. They are EXTREMELY LIMITED in their ability to effectuate the data object transforms required to avoid sacrificing business utility. In short, the core capabilities of these platforms are designed for single data compliance mandates , but not for flexibility in data types, cloud or on-prem repositories, scalability, or cost-efficiency across mandates. For example, a digital health enterprise that requires data compliance across PII, GDPR and HIPPA mandates.

In short, legacy data compliance platforms are not “abstracted” to efficiently work across compliance mandates or data types stored in structured AND unstructured data repositories, on-prem and in-the-cloud.

See Part 3 to Learn How Best-in-Breed Solutions are Helping Businesses Cross the Compliance Chasm

Contact Us

For copies of Crossing the Compliance Chasm, please email marketing@chorology.ai.

For further information please contact: info@chorology.ai

Chorology, Inc.

2001 Gateway Place, Suite 710, West Tower,

San Jose, CA. 95110  |  Main:  (408) 713-3303

Chorology Sets New Standard in Data Compliance and Security Posture Management

By Anna Wood

CHOROLOGY, a pioneer in compliance and security posture management, has recently come out of stealth mode to offer innovative data governance solutions. Built on patented Deep Artificial Intelligence technology, CHOROLOGY aims to address the challenges of ineffective enterprise data compliance, security, and privacy solutions.

The company, bolstered by a $9 million Series-A strategic investment and a portfolio of Fortune 500 clients, is well-supported by investors, seasoned advisors, and an experienced management team with a history of success in the security and compliance sector.

CHOROLOGY is establishing a new industry standard for robust data compliance and security posture management across the Global 2000. The company’s solutions are designed to mitigate the risks associated with uncontrolled and unmanaged data, increasing data breaches, and the fragmented nature of current security approaches. CHOROLOGY presents a new model in data compliance, integrating all compliance, privacy, and security mandates into one seamless platform. The CHOROLOGY.ai platform uniquely manages all data types and compliance requirements, streamlining the process and reducing the total cost of ownership (TCO) for managing data compliance and security.

Introducing CHOROLOGY.ai, the company provides top-tier compliance and security posture management solutions that cater to both on-premises and cloud-based enterprise data. The product suite addresses data compliance and security concerns in an intuitive and user-friendly manner, eliminating the need for extensive training and keeping operational costs low. This solution emerged from the need to overcome the shortcomings of other tools that fail to provide comprehensive security assessments or an accurate threat landscape.

The CHOROLOGY.ai platform is the first to offer a detailed understanding of data sprawl without extensive pre-processing or machine learning demands. It safeguards sensitive data against rising internal and external threats and expanding regulatory compliance requirements while significantly reducing the TCO of managing enterprise data. CHOROLOGY stands out with its advanced AI-powered features, including an Auto-Data Discovery Engine with high accuracy, a versatile Auto-Data Classification Engine that handles all data modalities, and the sophisticated Auto-Data Mapping Engine. Together, these features create a comprehensive framework for data security risk and compliance posture management, elevating enterprise data governance to new heights.

“With CHOROLOGY’s industry-leading data compliance and posture enforcement solution (CAPE) – now enterprises have an intelligently automated DSPM engine that can discover and classify sensitive structured and unstructured data stored in on-prem and cloud repositories. CAPE’s Deep-AI engine lets enterprises narrow the gap between regulatory mandates and practical compliance implementation. By using Chorology’s security and compliance platform, we are not only protecting our vast ecosystem of sensitive data at an overall lower total cost of ownership, but setting a new benchmark for security and compliance management excellence in our industry,” said Sam Phillips, ex-CISO for Bank of America.

“The gap between today’s compliance mandates and practical enterprise implementation is widening. With Chorology’s intelligently automated data Compliance and Posture Enforcement solutions (CAPE), now enterprises can achieve lower total cost of data ownership while efficiently future proofing their organizations for business growth and the emerging regulatory environment,” said Vas Kodali, former EVP for Wells Fargo Bank.

“When it comes to assuring the full compliance and security of their organization’s data, CISOs face a big challenge. They simply don’t know which data across all of their storage, sources and repositories – on-prem, cloud or SaaS hosted – is relevant or even related to any particular compliance or legal issue. CHOROLOGY’s compliance and security posture management solution fills in the knowledge gaps commonly found in today’s data governance frameworks,” said Mike Matchett, Principal Analyst, Small World Big Data/Truth in IT. “CHOROLOGY’s end-to-end data assessments and proactive protection strategies align well with the market’s demand for intelligently automated solutions, especially in the face of growing regulatory complexities and unending cyber threats.”

“CHOROLOGY’s Deep AI-powered platform is a game-changer in the area of data compliance and security posture management as the amount of work and time it will save the average user is massive. By addressing the critical gaps in current enterprise data governance frameworks, their solution (CAPE) will not only enhance accuracy and efficiency but significantly lower operating costs,” said Chris Steffen, Vice President of Research for Enterprise Management Associates. “This is something I have been wanting to see get developed for years and represents a major step forward for enterprises seeking to resolve the complexities of modern data security and regulatory compliance.”

CHOROLOGY.ai is founded by serial entrepreneurs and industry visionaries in cybersecurity and artificial intelligence. Tarique Mustafa, the company’s Founder and CEO/CTO has secured several key “blocking” patents in deep artificial intelligence, building upon more than two decades of thorough research and development experience in cybersecurity and deep AI fields. Before founding CHOROLOGY.ai, Tarique founded GhangorCloud which has built the industry’s pioneering 4th Generation Cybersecurity platform. Tarique held several senior level positions with global technology organizations including Symantec, Nevis Networks, Andes Networks, Nextier Networks, and MCI WorldCom. CHOROLOGY’s founding team includes experienced hi-tech executives that bring combined experience in building and successfully marketing multiple industry leading cybersecurity products at Symantec, McAfee, TrendMicro, CISCO, Array Networks.

“Because data breaches and security threats remain a serious problem for organizations worldwide, we are committed to providing powerful solutions that go beyond industry expectations,” said Tarique Mustafa, CEO/CTO of CHOROLOGY. “Our mission is clear: to set a new benchmark in securing data integrity and regulatory compliance, safeguarding the future of digital workflows. The CHOROLOGY’s platform represents a leap forward in this area, offering the most comprehensive and intuitive suite of tools available that moves businesses ahead of threats and evolving compliance mandates.”

https://startupsmagazine.co.uk/article-chorology-sets-new-standard-compliance-and-data-security-posture-management

Crossing The Compliance Chasm: Part 3 of a 3-Part Chorology Thought Leadership Series

 

Modern Compliance Technology Solutions – Best in Breed

A new class of data compliance operators have emerged to manage enterprise data privacy, compliance, and security. These best-in-breed data compliance platforms leverage Deep AI to intelligently automate data discovery, classification, mapping, enforcement and processes across mandates, data types and repositories. Data object abstraction combined with automated data mapping and enforcement let compliance teams track and manage risk, across compliance mandates for an enterprise with little human intervention.

 

Crossing the Compliance Chasm

Modern compliance platforms with intelligently automated components, functions, and workflows enable a new class of efficient, highly scalable data compliance operations. With these modern plaforms, compliance teams can efficiently track, quantify, and mitigate enterprise risks associated with data compliance in the digital age.

By having the ability to efficiently assess, manage and control data risk across compliance mandates, enterprises can increase their confidence in their data security, privacy, and compliance operations as their businesses evolve. Enterprises who employ modern, intelligently automated compliance platforms are “Crossing the Compliance Chasm” by increasing their efficiency and capability in responding to today’s dynamic compliance landscape, while future proofing their compliance organizations for tomorrow’s regulatory environments.

Contact Us

For copies of Crossing the Compliance Chasm, please email marketing@chorology.ai.

For further information please contact: info@chorology.ai

Chorology, Inc.

2001 Gateway Place, Suite 710, West Tower,

San Jose, CA. 95110  |  Main:  (408) 713-3303

WhitePaper: Crossing the Compliance Chasm from Regulatory Mandates to Business Practicality

The Impact of Data Compliance on Business and Profitability 

The gap between regulatory compliance mandates and practical implementation and enforcement is widening. Many would characterize the gap as a “Compliance Chasm”.   As digital technology penetrates every aspect of modern life, enterprise data volume and data sprawl are growing exponentially. To protect consumers, compliance and governance bodies are increasing data regulations without consideration for the economic and operational impact on business enterprises. Despite rising investments in privacy, security and compliance, today’s whack-a-mole enterprise strategy of reacting to new compliance mandates is not keeping up. To take back control and “Cross the Compliance Chasm”, new thinking is required to reduce the cost, complexity and impact of implementing current mandates, while future proofing the enterprise for new regulatory environments

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