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                     Key Differences Between 
SAP AI and Traditional AI 
Platforms
A Comparative Overview for Enterprise Applications
by kalyan visualpath
www.visualpath.in +91-7032290546
Introduction to SAP AI
SAP AI is an enterprise-grade artificial intelligence 
integrated directly into SAP's comprehensive suite of 
business applications. This native integration is designed 
to enhance productivity, streamline automation, and 
refine decision-making processes across core SAP 
systems.
• Seamlessly embedded within critical platforms like 
S/4HANA for ERP.
• Leverages SAP Business Technology Platform (SAP 
BTP) for extended capabilities.
• Enhances human resources functions through SAP 
SuccessFactors.
• Provides predictive insights and automation for 
financial operations, supply chain logistics, and 
customer relationship management.
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Introduction to Traditional AI Platforms
Generic Capabilities
Traditional AI platforms like TensorFlow, PyTorch, and Azure ML offer a broad spectrum of generic AI functionalities, adaptable to diverse industry needs.
Versatile Applications
They are widely utilized for complex tasks such as sophisticated image recognition, natural language processing (NLP), and advanced 
predictive modeling across various data types.
Custom Development
These platforms excel in scenarios requiring custom AI model development, providing the flexibility for highly tailored solutions and unique problem-solving.
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Integration with Business Processes
SAP AI Traditional AI
Natively embedded within SAP applications, ensuring seamless, out-of- Requires extensive custom integration efforts to fit into specific 
the-box integration into existing business workflows and data business workflows and enterprise applications.
structures.
This deep integration minimizes implementation complexities and This often involves developing custom APIs, data pipelines, and 
wwwac.cveilesrauteasl tpimaet-hto.-ivnalue for AI-driven insights within SAP middleware to bridge the gap between AI models+ an9d1 b-u7sin0e3ss2 290546
environments. processes.
Data Handling and Access
SAP AI: Direct & Secure
Offers direct, secure access to structured 
enterprise data residing within SAP systems, 
ensuring data integrity and consistency.
Traditional AI: Complex Extraction
Typically requires connectors or custom APIs to 
extract data from various sources like ERPs or 
CRMs, which can be complex and time-consuming.
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Use Case Focus
SAP AI: Business-Specific Traditional AI: General 
Purpose
Prebuilt models specifically designed for core 
enterprise functions: finance, human resources, 
More suited for general-purpose AI applications 
supply chain, and procurement.
and highly customized model development 
across diverse domains and industries.
Optimized for common business challenges like 
demand forecasting, fraud detection, and talent 
Provides the flexibility to build AI solutions for 
management within the SAP ecosystem.
niche use cases or experimental projects not 
directly covered by prebuilt models.
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Development and Customization
Traditional AI: Expert-Driven
1 Requires deep data science expertise, proficiency in coding (Python, R), and extensive 
model training from scratch.
Traditional AI: Time & Resource Intensive
2 Involves significant time and resources for development, debugging, 
and iterative refinement of custom AI models.
SAP AI: Low-Code/No-Code
Offers accessible low-code/no-code development 
3 tools through SAP Business Technology Platform 
(BTP) and AI Core, empowering business users.
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Governance and Compliance
SAP AI: Built-in Enterprise Standards Traditional AI: Custom Implementation 
Required
Offers robust, enterprise-grade security, 
comprehensive data governance, and inherent Provides significant flexibility, but this often 
compliance measures seamlessly aligned with necessitates the development and 
stringent SAP standards. implementation of custom governance 
frameworks and compliance measures to meet 
specific regulatory requirements.
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Conclusion
Choosing the right AI solution is paramount for maximizing enterprise value. The decision hinges on your 
existing infrastructure, specific use cases, and overarching business objectives.
100% 100%
SAP AI for SAP Ecosystems Traditional AI for Custom Needs
Ideal for enterprises deeply integrated into the SAP Provides unparalleled flexibility and power for highly 
ecosystem, offering tight, native integration and AI customized AI development or non-SAP specific use 
solutions precisely aligned with core business cases, allowing for bespoke innovation.
functions.
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For More Information About 
 sap ai
Address:- Flat no: 205, 2nd Floor,
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Hyderabad-16
   Ph. No: +91-998997107
  www.visualpath.in
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Thank You
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