Agent Desk

RBIREP
All agent desksID: RBIREP · STAGE 2: SHIP
Regulatory Compliance·Chief Compliance Officer·6 Tools·3 Connectors

RBI Reporting Agent

Auto-calculates BSR, Form A, and SFR metrics from CBS data, fills RBI XML/XBRL templates, flags anomalies, routes for sign-off and submits.

Operational ROI:Zero late filings in 18 months
Live · Human Sign-offStage: SHIP
Daily VolumeToday
0
Desk standby
Audit Concurrence30 days
97.2%97.2%
Human-AI alignment rate
Capacity Returned7 days
86h
Staff hours freed this week
Sign-off QueueReal-time
0items
Queue clean · Zero SLA breach

How it works: Autonomous Execution Pipeline

6 nodes · 1 core banking connectors · 2 AI checkpoints
Deterministic DAG
Month-end triggerSCHEDULERCBS data extractFINACLECalculate metricsAI AGENTFill XBRL templateAI AGENTOfficer sign-offSubmit to RBI
TriggerSystem callAI Model stepDecision gateHuman sign-offResolvedEscalation
Autonomous DAG Pipeline
Audited Step-by-Step Pipeline Sequence
01
Month-end triggerCBS data extract
Finacle
02
CBS data extractCalculate metrics
AI Agent
03
Calculate metricsFill XBRL template
AI Agent
04
Fill XBRL templateOfficer sign-off
05
Officer sign-offSubmit to RBI

Tools & Deterministic Capabilities

Every tool is sandbox-isolated and bound by audit policies
6 Registered Tools
Tool FunctionCapability & Operational MandateTarget ConnectorExecution Policy
extract_cbs_data()Extracts GL balances, loans, deposits, and FX data from the core banking systemFFinacle CBSAuto-execute
calculate_bsr()Calculates Basic Statistical Return metrics — sector-wise advances and NPA dataFFinacle CBSAuto-execute
calculate_form_a()Calculates Form A metrics for inward and outward foreign remittancesFFinacle CBSAuto-execute
calculate_sfr()Calculates Statutory Financial Return — CRR/SLR coverage and shortfallFFinacle CBSAuto-execute
fill_xbrl_template()Auto-fills RBI XML/XBRL templates with calculated metricsFFinacle CBSAuto-execute
submit_rbi_portal()Submits completed returns to RBI via the XBRL portalFFinacle CBSAuto-execute

Connected Core Systems & APIs

Direct integrations providing live data and execution rails
2 Connected Rails
FCore banking (Finacle)
Connected

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

RESTRead
DWData warehouse
Connected

Historical aggregates for leakage scans and model evaluation.

SQLRead

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
Not allowed

Model Evaluation & Gate Profile

48 Benchmark Cases
97.2%
Precision Score96.8%
Misses / False PositivesZero tolerance passed
Production Gate PolicyZero late filings in 18 months

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.