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Case Study

Decision Intelligence Agents for Financial Institutions

Enterprise grade AI-Financial Advisor Platform

Building an AI-driven Finance Decisioning Platform for FS Clients

Problem

Client is developing a Decision Intelligence Platform for banks and NBFCs to enhance financial forecasting, working capital analytics, and ROI alignment. The company needed a scalable AI engine to harmonize fragmented ERP, transaction, and credit data, enabling its clients to make faster, data-driven financial decisions.

Approach

Built an AI-driven Decision Intelligence framework on GCP that unified ERP, treasury, and credit data into a single financial model. Using Gemini-powered Agentic AI orchestration, it automated data ingestion, validation, and normalization; applied Vertex AI models for cash flow forecasting, credit exposure, and liquidity optimization; and delivered real-time, scenario-based insights via interactive Looker dashboards—enabling faster, compliant, and ROI-driven decisions for financial institutions.

Our Solution

Agents We Created

Specialized AI agents engineered to automate and optimize business operations

Financial Data Orchestrator Agent

Decision Intelligence Agent

Predictive Forecasting Agent

Agent and HLIP Orchestrator

Compliance & Governance Agent

Insight Narrator Agent

Technology Stack

Tools Used

Cutting-edge technologies powering intelligent automation

LangChain logo
LangChain
LangGraph logo
LangGraph
Gemini logo
Gemini
pgvector logo
pgvector
Agno logo
Agno
Google Big Query logo
Google Big Query
Vertex AI logo
Vertex AI
Google Cloud logo
Google Cloud
Results That Matter

Outcome Metrics

Measurable impact delivered through intelligent automation

Faster financial decision cycles for end clients

30%

Higher cash flow efficiency through predictive insights

50%

Reduction in manual data preparation effort

Real-time

Scenario modeling across treasury and credit functions

Automated

Anomaly detection and liquidity forecasting

Improved

ROI visibility for finance teams across the client base

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