Financial Institution
Investment Committee Document Analysis System
Enabled AI analysis of highly confidential investment data within an on-premises environment. Built a document analysis platform that significantly improved both the accuracy and speed of investment committee decision-making.
Challenge
While internal reports, market analyses, and past investment committee materials accumulated massively, the confidential nature of the data restricted the use of external cloud services. Analysts were forced to manually aggregate and analyze information, creating significant inefficiencies.
Confidential investment data prohibited use of external cloud AI services
Creating investment committee materials required several days per document
Difficult to search for past investment rationales or similar cases
Unable to integrate and cross-analyze data across multiple departments
Solution
We deployed INDX's on-premises data structuring engine to build an AI analysis platform that operates entirely within the client's internal environment. Investment documents are automatically structured and indexed to support analyst decision-making.
AI data analysis platform built entirely on-premises
Automatic structuring and cross-referencing of investment reports and market analyses
Automatic extraction of similar past investment cases
Company-specific tuning for high-precision understanding of industry terminology
Value of INDX Metadata Technology
INDX's metadata technology automatically recognizes the structure of investment reports—"conclusions," "risk factors," "market conditions"—enabling advanced information retrieval that understands the context needed for investment decisions.
Application Screenshots
Screen mockups of the applications we built. We design and develop UI/UX tailored to each client's workflow.
Visualize risk-return analysis for investment deals
System Architecture
A fully on-premises system that handles everything from structuring investment documents to analysis and report generation, keeping all confidential data within the organization.
Analyst Dashboard
Dashboard displaying risk factors, market conditions, and past similar cases per investment deal. Enables interactive cross-report comparison and time-series analysis.
Auto Report Generator
Automatically drafts investment committee materials from structured data following templates. Analysts can simply review and edit the generated output.
Similar Case Search UI
Input conditions of a potential investment to automatically surface past similar decisions, including their rationale and outcomes.
INDX On-Premises Structuring Engine
INDX engine deployed within the internal network automatically structures investment reports, market analyses, and meeting minutes. Recognizes sections like "conclusions," "risks," and "recommendations" with semantic metadata.
Cross-Reference Engine
Automatically detects relationships between reports from different departments and time periods. Links multiple analyses on the same deal for an integrated view.
Company-Specific Tuning Module
Learns financial industry and company-specific terminology, internal abbreviations, and report formats. Achieves high-precision understanding beyond generic models.
On-Premises Server Environment
All data processing and AI inference runs on internal servers. External communication is completely blocked, eliminating data leakage risk. GPU servers handle local AI inference.
Access Control & Audit Logs
Fine-grained access permissions by department and role. All document access and search operations are recorded as audit logs for compliance.
Data Flow
Results
Improved judgment quality through systematic analysis of historical data
Significantly reduced effort in preparing investment committee materials
Achieved AI analysis without confidential data leaving the organization