Agent Desk

LOANOPS
All agent desksID: LOANOPS · STAGE 2: SHIP
Credit Operations·Head, Loan Ops·7 Tools·6 Connectors

Loan Ops Manager

Post-sanction lifecycle: doc collection with AI classification, legal vetting, CERSAI check, insurance bundling, CBS account creation, NACH mandate, and disbursement.

Operational ROI:Sanction-to-disburse: 5 days → 1.5 days
Live · Human Sign-offStage: SHIP
Daily VolumeToday
64
loans processed handled
Audit Concurrence30 days
93.5%93.5%
Human-AI alignment rate
Capacity Returned7 days
124h
Staff hours freed this week
Sign-off QueueReal-time
0items
Queue clean · Zero SLA breach

How it works: Autonomous Execution Pipeline

6 nodes · 2 core banking connectors · 1 AI checkpoints
Deterministic DAG
Loan sanctionedLOSCollect docsDMSClassify & validateAI AGENTCERSAI checkCERSAILegal vettingDisburse
TriggerSystem callAI Model stepDecision gateHuman sign-offResolvedEscalation
Autonomous DAG Pipeline
Audited Step-by-Step Pipeline Sequence
01
Loan sanctionedCollect docs
DMS
02
Collect docsClassify & validate
AI Agent
03
Classify & validateCERSAI check
CERSAI
04
CERSAI checkLegal vetting
05
Legal vettingDisburse

Tools & Deterministic Capabilities

Every tool is sandbox-isolated and bound by audit policies
7 Registered Tools
Tool FunctionCapability & Operational MandateTarget ConnectorExecution Policy
generate_checklist()Generates a product-wise document checklist for post-sanction processingLSLOS OriginationAuto-execute
classify_documents()AI-classifies uploaded documents (title deed, ITR, BS, KYC) using vision modelsLSLOS OriginationAuto-execute
ocr_extract()Extracts key fields (names, amounts, dates) from scanned documents via OCRLSLOS OriginationAuto-execute
cersai_search()Searches CERSAI for prior charge on the collateral propertyLSLOS OriginationAuto-execute
generate_sanction_letter()Generates the sanction letter with terms, schedule, and conditionsLSLOS OriginationAuto-execute
create_loan_account()Creates the loan account in CBS with limit setup and drawing powerLSLOS OriginationSign-off Bound
register_nach()Registers NACH mandate with NPCI for automated EMI debitLSLOS OriginationAuto-execute

Connected Core Systems & APIs

Direct integrations providing live data and execution rails
4 Connected Rails
LSLoan origination system
Connected

Applications, documents and sanction workflow for SME credit.

RESTRead
FCore banking (Finacle)
Connected

Customer, account, transaction and charge data. The system of record every agent reads.

RESTRead
NANACH / UPI Autopay mandates
Connected

Mandate status and presentation results for EMIs.

NPCIRead
DDocument store (DMS)
Connected

KYC documents, deeds, invoices and bills of entry, with OCR text.

S3-compatibleRead

Autonomy & Permission Boundaries

RBI Compliant
Read DataAccess customer records, historical balances, and KYC documents
Autonomous
Draft DocumentsSynthesize STRs, sanction notes, customer replies, and audit memos
Autonomous
Propose DecisionsFormulate reversal proposals, credit approvals, and settlement offers
Autonomous
Execute on CoreMove funds, post GL entries, update CBS, and file statutory reports
Pilot only

Model Evaluation & Gate Profile

380 Benchmark Cases
93.5%
Precision Score91%
Misses / False PositivesZero tolerance passed
Production Gate PolicyNo disbursement without signed docs

Multi-Dimensional Performance Benchmark

5-Axis Audited Evaluation
AccuracySpeedComplianceCoverageCost eff.

Pending Human Sign-offs

0 in Queue
✓ All recommendations signed. Desk queue is fully cleared.