This report proposes an AI-driven solution to automate CBRE Group's procurement tasks, using tools like SAP Ariba and Icertis in a 5-phase plan for efficiency and cost savings.
About
This report outlines a comprehensive AI-driven solution designed to revolutionize the procurement functions of CBRE Group, Inc. The proposed solution aims to reduce tactical workload, enhance strategic decision-making, and improve efficiency and effectiveness across the entire procurement process. By leveraging advanced AI tools and platforms, the solution automates key procurement functions, including supplier certification, RFP creation, decision-making, contracting, and performance management.
The implementation plan is structured into five phases: assessment and planning, integration and configuration, pilot testing, full deployment, and continuous improvement. Key AI tools such as SAP Ariba Supplier Management, Icertis Contract Intelligence, Coupa Procurement AI, DocuSign Agreement Cloud, and Zycus Merlin AI are recommended to address specific procurement challenges. The solution is expected to deliver significant efficiency gains, cost savings, and improved decision-making, while ensuring scalability across 100+ countries.
This report provides detailed operating procedures, protocols, and user training plans to ensure seamless adoption. By implementing this solution, CBRE Group Inc. can transform its procurement operations into a strategic, data-driven function that drives business growth and competitiveness.
Key Benefits
The proposed AI-driven solution focuses on automating and enhancing five key procurement functions:
- AI-Powered Supplier Certification: Automating supplier vetting and compliance checks.
- AI-Driven RFP Creation: Generating RFPs using natural language processing (NLP).
- Decision-Making Support: Leveraging predictive analytics and machine learning for supplier selection.
- Smart Contracting: Automating contract creation and management.
- Performance Management: Monitoring supplier performance using AI analytics.
By integrating these components, the solution aims to reduce manual effort, improve accuracy, and provide actionable insights for strategic decision-making.
3. AI Tools and Platforms
A. Supplier Certification
- Tool: SAP Ariba Supplier Management
- Description: Automates supplier onboarding, certification, and compliance checks.
- Features: Supplier risk assessment, automated document verification, real-time compliance monitoring.
- Operating Procedure:
- Integrate SAP Ariba with existing ERP systems.
- Upload supplier data and compliance requirements.
- Use AI to verify supplier credentials and assess risk.
- Generate supplier certification reports.
B. RFP Creation
- Tool: Icertis Contract Intelligence (ICI)
- Description: Uses NLP to generate RFPs and manage procurement documents.
- Features: Automated RFP template creation, clause recommendations, collaboration tools.
- Operating Procedure:
- Input project requirements into Icertis.
- Use AI to generate RFP drafts.
- Review and customize the RFP.
- Publish and track RFP responses.
C. Decision-Making
- Tool: Coupa Procurement AI
- Description: Provides predictive analytics for supplier selection and procurement decisions.
- Features: Supplier performance scoring, cost optimization recommendations, risk mitigation insights.
- Operating Procedure:
- Integrate Coupa with procurement data sources.
- Use AI to analyze supplier bids and historical performance.
- Generate decision-making reports.
- Implement recommendations.
D. Contracting
- Tool: DocuSign Agreement Cloud with AI
- Description: Automates contract creation, negotiation, and signing.
- Features: AI-powered contract clause analysis, automated approval workflows, e-signature integration.
- Operating Procedure:
- Upload contract templates to DocuSign.
- Use AI to customize contracts based on RFP outcomes.
- Automate approval workflows.
- Track contract execution and compliance.
E. Performance Management
- Tool: Zycus Merlin AI
- Description: Monitors supplier performance using AI analytics.
- Features: Real-time performance dashboards, predictive analytics for supplier risks, automated performance reporting.
- Operating Procedure:
- Integrate Zycus with procurement and ERP systems.
- Set performance metrics and KPIs.
- Use AI to generate performance reports.
- Take corrective actions based on insights.
4. Implementation Plan
The implementation plan is divided into five phases:
- Phase 1: Assessment and Planning
- Conduct a needs assessment to identify specific requirements.
- Select AI tools based on compatibility with existing systems.
- Develop a project timeline and allocate resources.
- Phase 2: Integration and Configuration
- Integrate AI tools with existing ERP and procurement systems.
- Configure AI tools to align with procurement workflows.
- Train employees on using the new tools.
- Phase 3: Pilot Testing
- Test the AI tools in a controlled environment.
- Gather feedback and make necessary adjustments.
- Phase 4: Full Deployment
- Roll out the AI tools across all procurement functions.
- Monitor performance and optimize processes.
- Phase 5: Continuous Improvement
- Regularly update AI models and tools.
- Conduct periodic training sessions for employees.
- Use analytics to identify areas for further improvement.
5. Operating Protocols
- Data Security: Ensure all AI tools comply with EU-GDPR and other data protection regulations.
- User Access Control: Implement role-based access to AI tools.
- Audit Trails: Maintain logs of all AI-driven decisions for transparency.
- Vendor Support: Establish SLAs with AI tool vendors for technical support.
6. User Training and Support
- Training Programs:
- Conduct hands-on workshops for procurement teams.
- Provide online training modules and video tutorials.
- Support Channels:
- Dedicated helpdesk for AI tool-related queries.
- Regular Q&A sessions with AI vendors
7. Expected Outcomes
- Efficiency Gains: Reduce time spent on tactical tasks by 40-50%.
- Cost Savings: Optimize procurement costs by 10-15%.
- Improved Decision-Making: Enhance strategic decision-making with data-driven insights.
- Scalability: Support procurement operations across 100+ countries.
Applications
Supply Chain and Financial market