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Agentic AI Financial Statement Analysis for Spreading and Risk Review

Transform complex balance sheets, profit and loss statements, cash-flow statements, notes and schedules into mapped spreads, ratios, scorecards and analyst-ready memos. Apply your taxonomy, formulas and review rules without the Excel back-and-forth.

  • Template and format agnostic
  • 25+ languages supported
  • Your taxonomy, your rules
Document intelligence by glib within the Cygnet Finalyze experience
Cygnet Finalyze BankStatement Analysis

Why change Challenges this solution is built to solve

Financial statements are information-rich but difficult to operationalize. Data is buried across tables, notes and schedules, while different accounting labels and formats make manual spreading slow and inconsistent.

Messy, non-standard documents

Public and private company statements vary by format, terminology, language and disclosure level.

Hours of manual spreading

Analysts copy, map and validate hundreds of line items before they can begin meaningful risk analysis.

Important data buried in notes

Debt, related parties, contingencies and segment details may sit outside the main statements.

Inconsistent analyst outputs

Different taxonomies, formulas and spreadsheet versions create review and governance risk.

How it works From raw data to a governed business decision

GLIB.ai agentic document intelligence navigates unstructured financials, while Cygnet Finalyze connects the resulting spreads and risk insights to enterprise credit workflows.

01
Upload at scale

Process audited reports, private-company financials, management accounts and supporting schedules.

Upload at scale
02
Classify and extract

Identify statements, tables, notes and line items across complex document structures.

Classify and extract
03
Map to your taxonomy

Categorize source line items to your chart of accounts or spreading template.

Map to your taxonomy
04
Calculate and reason

Generate ratios, scorecards, trends, validations, risk findings and narrative summaries.

Calculate and reason
05
Review and export

Use human-in-the-loop controls before publishing spreads, memos or API outputs.

Review and export

AI-first architecture Intelligence that understands, evaluates and acts

AI is used where it creates measurable value: structuring data, identifying context, detecting risk, explaining findings and routing exceptions, while keeping people and policy in control.

Layer 01 Deep Document Understanding

Reads main statements, notes, schedules and tabular disclosures across public and private financials.

  • Table extraction
  • Notes & schedules
  • 25+ languages
  • Layer 02 Adaptive Financial Mapping

    Maps varied accounting labels into an institution-defined taxonomy and applies validation logic.

    • Custom taxonomy
    • Historical consistency
    • Formula controls

    Layer 03 Analyst Decision Support

    Generates ratios, scorecards, risk summaries and credit memos with reviewer oversight.

    • Financial ratios
    • Risk signals
    • 1-page memo
    • HITL review

    Capabilities Built for more than extraction and reporting

    Each capability is designed to shorten manual work, improve decision consistency and deliver outputs that can be used inside existing enterprise workflows.

    Turn unstructured financials into controlled, reusable intelligence

    Focus teams on decisions, exceptions and customer outcomes rather than repetitive data preparation.

    Minutes, not hours

    Automate extraction and spreading so analysts can spend more time on judgment and exceptions.

    Consistent outputs

    Apply one taxonomy, validation model and formula set across every analyst and borrower.

    Complete context

    Capture data from notes and schedules, not only the headline financial statements.

    Business Impact

    Banks, Rating Agencies & Financial Institutions

    Apply the same intelligence foundation to the decisions and workflows that matter most to
    this segment.

    Where It Helps

    Priority use cases

    • Automate corporate and SME financial spreading
    • Support rating, audit, compliance and credit review
    • Generate consistent ratios and committee-ready summaries
    • Process portfolio statements at scale

    Operating Model

    What changes for teams

    • Fewer manual preparation steps
    • Consistent evidence and risk logic
    • Exception-led analyst review
    • Structured integration into existing systems

    Business Impact

    NBFCs & Specialized Lenders

    Apply the same intelligence foundation to the decisions and workflows that matter most to
    this segment.

    Where It Helps

    Priority use cases

    • Accelerate secured, SME and corporate underwriting
    • Reduce dependency on manual Excel spreading
    • Configure product-specific scorecards and covenants
    • Integrate outputs into LOS and appraisal workflows

    Operating Model

    What changes for teams

    • Fewer manual preparation steps
    • Consistent evidence and risk logic
    • Exception-led analyst review
    • Structured integration into existing systems

    Business Impact

    Corporates & Large Enterprises

    Apply the same intelligence foundation to the decisions and workflows that matter most to
    this segment.

    Where It Helps

    Priority use cases

    • Assess customers, vendors and acquisition targets
    • Benchmark entity and subsidiary financial performance
    • Support treasury, investment and counterparty reviews
    • Standardize internal financial health assessments

    Operating Model

    What changes for teams

    • Fewer manual preparation steps
    • Consistent evidence and risk logic
    • Exception-led analyst review
    • Structured integration into existing systems

    Why Cygnet Finalyze Move beyond disconnected data tools

    The differentiator is not AI as a label. It is verified data, specialized document intelligence, explainable risk logic and integration into the decisions your teams already make.

    star

    Traditional approach
    • Copy-paste from PDFs into spreadsheets
    • Fixed templates that fail on new formats
    • Main-statement extraction without note context
    • Different formulas across analysts
    • Manual memo and scorecard preparation
    AI-native Cygnet approach
    • Agentic navigation of complex financial documents
    • Adaptive mapping to your taxonomy
    • Deep extraction from notes and schedules
    • Automated ratios, scorecards and data-grounded memos
    • Human-in-the-loop validation and governed overrides

    Governed AI Enterprise control around every AI-assisted output

    Support faster decisions without turning models into a black box. Review, override, trace and integrate outputs within your own governance model.

    Your Taxonomy

    Use proprietary line-item mapping, chart of accounts and spreading standards.

    Formula & Validation Control

    Configure ratios, thresholds, formulas and consistency checks.

    Human-in-the-Loop

    Review extracted values, mappings and conclusions before finalization.

    Source Referencing

    Trace outputs back to the originating page, table or note.

    Version Control

    Maintain document, review and output versions for auditability.

    Secure Enterprise Integration

    Connect through REST APIs and webhooks to existing risk systems.

    • Loan Origination
    • Credit Appraisal
    • Rating systems
    • Audit platforms
    • ERP / financial systems
    • Data warehouse
    • REST APIs
    • Webhooks

    Frequently asked questions Questions credit, risk and technology teams ask

    It can process audited annual reports, balance sheets, profit and loss statements, cash-flow statements, notes, schedules and private-company management accounts in varied formats.

    No. It can map line items, create spreads, calculate ratios, apply validations and scorecards, and generate data-grounded credit summaries or memos.

    Yes. Institutions can configure their chart of accounts, spreading taxonomy, ratios, validation rules, scorecards and thresholds.

    Agentic AI navigates complex document structures, interprets context and adapts to variations instead of relying only on fixed coordinates or templates.

    Yes. Analysts can validate, override and approve extracted values, mappings and outputs before they are finalized.

    GLIB.ai provides advanced financial-document intelligence. Cygnet Finalyze connects those outputs with broader credit assessment, verified-data and enterprise integration workflows.

    Explore the platform Related Cygnet Finalyze offerings

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    Cygnet Finalyze is an AI-first credit decisioning platform for banks, NBFCs and corporates, unifying GST, bank, financial statement, ITR and invoice intelligence.

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