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ICL

Industrial Manufacturing

Multi-agent document intelligence system for investment governance

About the Client

ICL is a global specialty minerals and chemicals company operating complex, capital-intensive projects with strict governance and investment-committee decision requirements. The company manages a continuous pipeline of engineering and investment initiatives requiring high-quality, standardized documentation across the project lifecycle.

The Challenge

ICL faced significant challenges in their investment documentation process: high manual effort to assemble investment dossiers from dispersed materials, inconsistent structure and quality across projects limiting reuse and comparability, slow review loops across functions delaying investment approval, and limited traceability of completeness and compliance to guidelines.

High manual effort assembling investment dossiers from dispersed materials
Inconsistent document structure and quality across projects
Slow review loops delaying investment approval readiness
Limited traceability and operational assurance of completeness

Our Solution

AI System Design & Build

ICAI designed and built a workflow-first AI application for investment documentation. The solution includes automated document intake and understanding, AI-generated initial drafts aligned with ICL's templates and guidelines, and a multi-agent assurance layer with approximately ten specialized agents performing chapter-level quality control, completeness verification, and contextual recommendations based on comparable projects.

Project onboarding and intelligent document intake system
AI-powered draft generation aligned with corporate templates
Multi-agent assurance layer (~10 specialized agents) for quality control
Interactive user experience with conversational refinement
Export capabilities for formal approval workflows

Technologies & AI Methods

Enterprise Agent + RAG Architecture
Semantic Indexing for Contextual Retrieval
Retrieval-Augmented Generation
Specialized Agent Orchestration
Workflow UI for Project Managers

Results & Impact

Meaningful reduction in investment document preparation time
Improved output quality and structural consistency
Strong user adoption with highly convenient workflow
Transitioning to operational usage based on demonstrated value
Foundation for company-wide AI applications

Services Provided

AI Product Design
Full System Build
Multi-Agent Architecture
Workflow Automation
Enterprise Integration

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