Case study · FinTech / Lending / Financial Analysis

AI-powered bank statement parsing and financial intelligence.

An agent-orchestrated document platform that turns PDF bank statements from 25+ Indian banks into structured, decision-ready insight for lenders and auditors.

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Client: Nexensus
Industry: FinTech / Lending / Financial Analysis
Delivery: Web dashboard and AI backend
Capability: Document AI

Results at a glance

25+Indian banks processed automatically

Hours → minutesreconciliation time

The challenge

What Nexensus was up against.

Bank statement reconciliation is critical but manual. Every bank uses different formats, layouts and transaction semantics, which makes automation hard at scale.

Parse PDF statements automatically
Support many Indian banks and formats
Handle unstructured and semi-structured documents
Produce accurate JSON and Excel outputs
Scale for high-volume case processing

The solution

What we built.

Skugal built a case-based dashboard on top of OCR and NLP pipelines, with autonomous agents coordinating ingestion, parsing, validation, merging and analytics asynchronously.

Ingestion agent

Initialises a case, validates bank, account and loan metadata, stores documents securely and starts the pipeline.

Parsing & OCR agent

Extracts transactions from diverse formats with OCR and NLP, adapting to layout variations.

Validation & categorisation agent

Classifies credits, debits, EMIs, charges and balances, flags anomalies and applies bank- and loan-specific rules.

Merge & analytics agent

Merges statements into one view, computes EOD balance, inflows, outflows and liabilities, and generates JSON and Excel outputs.

Financial analysis dashboard

Balance trends, income vs expense, EMI tracking, debit/credit breakdowns and anomaly indicators per case.

How it works

From input to outcome.

Statement upload
Ingestion agent
Parsing & OCR agent
Validation & categorisation agent
Merge & analytics agent
Dashboard + Excel / JSON

Business impact

What changed.

Nexensus launched a production-grade platform that converts raw bank statements into clean, decision-ready insight for lending, audit and compliance, with minimal manual effort.

Technology