Membership
Membership Benefits
Our Member Community
Get Involved
Become a Member
Member-Exclusive Programs
STAR Enabled Solutions
Trusted Cloud Consultant
Trusted Cloud Provider
Certified STAR Auditors
CSA Startup Showcase
Member Portal
STAR Program
STAR Home
STAR Registry
STAR for AI
Submit to Registry
Provide Feedback
Certified STAR Auditors
STAR Enabled Solutions
Stay compliant in the cloud
CCAK Training
STAR Lead Auditor Training
Training for Government Agencies
Governance, Risk & Compliance Tools
Cloud Controls Matrix (CCM)
Consensus Assessment Initiative Questionnaire (CAIQ)
EU Cloud Code of Conduct
STAR Level 1
At level one organizations submit a self-assessment.
View companies at level one
Learn about level one
STAR Level 2
At level two organizations earn a certification or third-party attestation.
View companies at level two
Learn about level two
Education
Online Education Platforms
CSA Training
CSA Exams
Events
Learn and network while you earn CPE credits.
Virtual Events & Webinars
Event Sponsorships
Certificates
Trusted AI Safety Expert (TAISE)
Certificate of Cloud Security Knowledge (CCSK)
Certificate of Cloud Auditing Knowledge (CCAK)
Certificate of Competence in Zero Trust (CCZT)
Digital Badges
Trainings
Cloud Infrastructure Security Training
STAR Lead Auditor Training
Advanced Cloud Security Practitioner (ACSP) Training
CCSK Train the Trainer
Training Network
Become an Instructor
Become a Training Partner
Specialized Training Options
Train my entire team
Training for Government Agencies
Research
CSA Research
Latest Research
Working Groups
Chapters
Open Peer Reviews
Research Topics
Thought Leadership
CloudBytes Webinars
Blog
Getting Started with CSA Research
Cloud security best practices
Assess your cloud compliance
Security questionnaire for vendors
Top threats to cloud computing
Cloud Security Glossary
Awards & Recognition
Juanita Koilpillai Awards
Research Fellows
Critical Topics
AI Controls
AI Safety
Enterprise Architecture
Blockchain
Zero Trust
Top Threats
Strategic Initiatives
Explore CSA's Strategic Initiatives
AI Safety Initiative
Compliance Automation Revolution
Zero Trust Advancement Center
CxO Trust
FinCloud Security
Trusted Cloud Consultant
Membership
Membership Benefits
Our Member Community
Get Involved
Become a Member
Member-Exclusive Programs
STAR Enabled Solutions
Trusted Cloud Consultant
Trusted Cloud Provider
Certified STAR Auditors
CSA Startup Showcase
Member Portal
STAR Program
STAR Home
STAR Registry
STAR for AI
Submit to Registry
Provide Feedback
Certified STAR Auditors
STAR Enabled Solutions
Stay compliant in the cloud
CCAK Training
STAR Lead Auditor Training
Training for Government Agencies
Governance, Risk & Compliance Tools
Cloud Controls Matrix (CCM)
Consensus Assessment Initiative Questionnaire (CAIQ)
EU Cloud Code of Conduct
STAR Level 1
At level one organizations submit a self-assessment.
View companies at level one
Learn about level one
STAR Level 2
At level two organizations earn a certification or third-party attestation.
View companies at level two
Learn about level two
Education
Online Education Platforms
CSA Training
CSA Exams
Events
Learn and network while you earn CPE credits.
Virtual Events & Webinars
Event Sponsorships
Certificates
Trusted AI Safety Expert (TAISE)
Certificate of Cloud Security Knowledge (CCSK)
Certificate of Cloud Auditing Knowledge (CCAK)
Certificate of Competence in Zero Trust (CCZT)
Digital Badges
Trainings
Cloud Infrastructure Security Training
STAR Lead Auditor Training
Advanced Cloud Security Practitioner (ACSP) Training
CCSK Train the Trainer
Training Network
Become an Instructor
Become a Training Partner
Specialized Training Options
Train my entire team
Training for Government Agencies
Research
CSA Research
Latest Research
Working Groups
Chapters
Open Peer Reviews
Research Topics
Thought Leadership
CloudBytes Webinars
Blog
Getting Started with CSA Research
Cloud security best practices
Assess your cloud compliance
Security questionnaire for vendors
Top threats to cloud computing
Cloud Security Glossary
Awards & Recognition
Juanita Koilpillai Awards
Research Fellows
Critical Topics
AI Controls
AI Safety
Enterprise Architecture
Blockchain
Zero Trust
Top Threats
Strategic Initiatives
Explore CSA's Strategic Initiatives
AI Safety Initiative
Compliance Automation Revolution
Zero Trust Advancement Center
CxO Trust
FinCloud Security
Trusted Cloud Consultant
ChaptersEventsBlog
Register for DataSecAI 2025 in Dallas – Protect Data, Secure AI, and Drive Innovation

Download Publication

Home
Publications
Dynamic Process Landscape: A Strategic Guide to Successful AI Implementation
Dynamic Process Landscape: A Strategic Guide to Successful AI Implementation
Who it's for:
Companies planning to adopt AI tools

Dynamic Process Landscape: A Strategic Guide to Successful AI Implementation

Release Date: 06/02/2025

Updated On: 07/16/2025

Artificial Intelligence (AI) adoption in business and manufacturing is failing at least twice as often as it succeeds. Companies are trying to integrate AI into outdated process structures that lack transparency, adaptability, and real-time data integration. Without a clear understanding of business processes, data flow, and regulatory requirements, automation efforts lead to fragmentation, inefficiencies, and compliance risks.

This publication by the CSA AI Governance and Compliance Working Group presents the Dynamic Process Landscape (DPL) framework. The DPL aligns AI-driven automation with business strategy, compliance, and real-time adaptability. Unlike traditional rule-based process houses, the DPL provides a modular and flexible approach. This ensures that companies use AI technology where it truly adds value.

Using the DPL can transform AI from a risky experiment into a resilient, explainable, and scalable strategic asset. 

Key Takeaways:
  • How to establish process transparency. AI-driven automation is only as good as the processes it supports.
  • How to integrate data management into business processes. Without proper data governance, AI agent decisions can be unreliable, non-compliant, or even detrimental. 
  • The drawbacks of traditional process management frameworks. These frameworks present significant limitations when integrating AI-driven automation into modern, data-intensive workflows.
  • How to implement the Dynamic Process Landscape. The DPL framework allows businesses to prioritize and adapt processes dynamically based on data and operational needs, ensuring resilience in fast-changing environments. 
Download this Resource

Bookmark
Share
Related resources

Related Resources

PublicationsBlogsWebinars
Analyzing Log Data with AI Models to Meet Zero Trust Principles
Analyzing Log Data with AI Models to Meet Zero ...
Download Now
Agentic AI Identity and Access Management: A New Approach
Agentic AI Identity and Access Management: A Ne...
Download Now
Zero Trust Guidance for Small and Medium Size Businesses (SMBs) - Korean Translation
Zero Trust Guidance for Small and Medium Size B...
Download Now
View all publications
AI Log Analysis for Event Correlation in Zero Trust
AI Log Analysis for Event Correlation in Zero Trust
Published: 09/26/2025
RiskRubric: A New Compass for Secure and Responsible Model Adoption
RiskRubric: A New Compass for Secure and Responsible Model Adoption
Published: 09/18/2025
Fortifying the Agentic Web: A Unified Zero Trust Architecture Against Logic-Layer Threats
Fortifying the Agentic Web: A Unified Zero Trust Architecture Again...
Published: 09/12/2025
The Hidden Security Threats Lurking in Your Machine Learning Pipeline
The Hidden Security Threats Lurking in Your Machine Learning Pipeline
Published: 09/11/2025
View all blogs
Cloudbytes Webinar Series
Cloudbytes Webinar Series
January 1 | Virtual
Learn more
View all webinars

Acknowledgements

Anirudh Murali
Anirudh Murali
Principal Engineer

Anirudh Murali

Principal Engineer

Usman Mustafa
Usman Mustafa
Director of Strategic Accounts, Orange Business

Usman Mustafa

Director of Strategic Accounts, Orange Business

CISSP | CCIE | GDSA | AI & Cybersecurity Advisor | Director, Strategic Accounts at Orange Business 

Read more

Dr. Chantal Spleiss
Dr. Chantal Spleiss

Dr. Chantal Spleiss

Balancing Innovation & Regulation in Life Sciences, Technical Sciences, and Industry

Dr. Chantal Spleiss is an AI expert and Senior Consultant in Pharma/MedTech with an emphasis on cybersecurity.

Chantal's vast experience in different fields helps her connect the dots and explore terrains beyond the beaten track. She is a practical person with a determined focus on getting things done, done right, and in a timely manner. She lov...

Read more

Arpitha Kaushik
Arpitha Kaushik
Senior Manager - Technical Risk

Arpitha Kaushik

Senior Manager - Technical Risk

Arpitha is a certified expert in governance, risk, and compliance with over 15 years of experience in protecting critical systems and data for global enterprises. Her expertise includes auditing, risk management, compliance, third-party risk assessment, project management, cloud security, and AI governance & compliance. Additionally, she is an accredited CISA trainer and volunteers in research with CSA’s Cloud Control Matrix, and AI governa...

Read more

Michael Morgenstern Headshot Missing
Michael Morgenstern

Michael Morgenstern

Are you a research volunteer? Request to have your profile displayed on the website here.

Interested in helping develop research with CSA?

Join this Working Group
View all Working Groups

Related Certificates & Training