Credit Memo Automation

    The Agentic AI Credit Memo Platform for Enterprise Banks.

    Credit memo preparation eats 6 hours of senior analyst time per case. Fluid AI's agentic platform brings it under 10 minutes — wraps your existing core banking systems, built for MSME and corporate underwriting at PSU scale.

    ✓6 hrs → under 10 min per memo
    ✓80%+ effort reduction
    ✓30,000+ analyst hours freed/yr
    ✓On-premise ready
    The Challenge

    Credit Decisioning Today: The Bottleneck Isn't Data, It's Interpretation.

    Five structural pressures every bank's credit team faces, every single day.

    Volume doesn't scale

    Thousands of memos per year. Manual prep can't keep pace with portfolio growth.

    Data scattered everywhere

    10+ source types per case. Analysts spend more time collating than analysing.

    Analyst-to-analyst variance

    Same borrower, different memos. Inconsistency creates audit risk.

    Late compliance checks

    Regulatory checks happen at the end. Errors surface late and rework balloons.

    Slow sanctions hurt deals

    Sanction speed is capped by analyst bandwidth. MSMEs choose whoever moves first.

    How It Works

    Five Agents. One End-to-End Workflow.

    From document upload to audit-ready memo. Automated.

    01

    Data Intake

    Upload docs

    02

    Extraction

    + Probe42 data

    03

    Synthesis

    Audit-ready memo

    04

    Policy Check

    Approve · Flag

    05

    Human Review

    Officer signs off

    6 hours manual today→under 10 minutes with Fluid AI
    The Architecture

    Built on MCP. Built for your stack.

    Multi-agent orchestration — each agent scoped, auditable, replaceable
    MCP-native data layer — connect once, reuse across agents
    Fills your existing template: your Word format, your fields
    MCP · Powered by Model Context Protocol
    probe42-agent · live● RUNNING
    .docxSIDUS_Credit_Memo_v1.docx● AUTO-WRITING
    Memo Generation

    The memo writes itself.
    In your template.

    The Autonomous Agent reads your existing Word template, fills every field, every table, every section. End-to-end. Audit-ready.

    Sections filled5 / 5 ✓
    Tables populated12 / 12 ✓
    Completeness checkPASSED ✓

    80%+

    EFFORT SAVING PER MEMO

    30,000+ hrs

    ANALYST TIME FREED / YEAR

    15+ FTE

    REDEPLOYED TO HIGHER-VALUE WORK

    <10 min

    PER MEMO VS. 6 HRS TODAY

    See It in Action

    Watch the Credit Memo Engine Run a Real Deal.

    Walkthrough of the end-to-end credit memo workflow, from borrower data to audit-ready memo.

    CREDIT MEMO DEMO
    ✓Real workflow, real borrower scenarios
    ✓Output is bank-template-ready
    ✓Audit trail visible end-to-end
    Built for Banking

    Why Banks Choose Fluid AI.

    Production-grade AI built for the compliance, security, and scale that banking requires.

    On-Premise. Sovereign.

    Full deployment inside your data center. Customer data never leaves your perimeter. Air-gapped ready.

    Audit-Ready by Default

    Hash-chained logs of every agent decision, every data fetch, every output. 7-year retention. SIEM integration.

    Wraps Your Core Systems

    Native integrations with Finacle, FIS, Temenos T24, and custom CBS. Real-time live data, not static snapshots.

    Weeks to Go-Live

    Deployment measured in weeks, not quarters. We wrap your existing stack and template — no core system replacement.

    Frequently Asked

    Frequently Asked Questions.

    Ready to Cut Credit Memo Time From Hours to Minutes?

    Book a 30-min walkthrough with our enterprise AI team. See the platform run on a real credit case, with full audit trail.