A state agency subject to 2,400+ federal, state, and local regulations had experienced 14 audit findings in the prior year, resulting in $1.8M in fines and mandatory corrective action plans. The compliance team of 8 tracked regulation changes manually via email subscriptions.

Audit preparation consumed 6 weeks annually, pulling staff from core duties. Evidence collection required coordinating across 15 departments, with documents scattered across email, shared drives, and paper files. The agency discovered compliance gaps only during audits rather than proactively.

The agency needed continuous compliance monitoring, proactive gap detection, and always-ready audit documentation.

The Solution

Agents that track rules, detect gaps, plan remediation, collect evidence, and generate reports

Vijan.AI deployed 6 agents. The Regulation Tracker monitors regulatory changes across all jurisdictions via Federal Register, state legislative databases, and agency bulletins. The Gap Detector continuously scans agency policies and practices against current requirements. The Remediation Planner proposes corrective actions with implementation timelines. The Evidence Collector automatically assembles documentation from all departments. The Audit Trail agent maintains immutable, timestamped logs of all compliance activities. The Report Generator produces examiner-ready packages on demand.

Autonomous Agents

How each agent reasons, decides, and acts

Step 1 · Auditing

Public Fund Auditor

Continuous Public Fund Auditing

Performs continuous audit of all public fund transactions against GAAP and government accounting standards, autonomously detecting irregularities and cascading validated transactions to tax collection and grant management.

Input

All government financial transactions from general fund, special revenue, and enterprise funds

Output

Audit certifications with exception reports and remediation requirements

Calls CAFR system to retrieve general ledger entries, journal vouchers, and budget-to-actual comparisons
Executes audit trail analytics to detect duplicate payments, unauthorized vendors, and policy violations
Autonomous decision: approve compliant transactions, flag exceptions for investigation, or halt suspicious payments
Cascades clean transactions to Tax Collection and Grants Management for revenue and expenditure processing

Step 2 · Revenue

Tax Collection Agent

Tax Revenue Optimization

Manages property tax, sales tax, and fee collection including assessments, billing, and collections, autonomously identifying delinquencies and coordinating with payroll compliance for complete revenue accounting.

Input

Audited revenue transactions with tax rolls and payment history

Output

Collected revenue with delinquency notices and payment plans

Queries tax system for current year assessments, prior year delinquencies, and exemption eligibility
Calls payment portal to process online, mail, and in-person payments with automated receipt generation
Autonomous decision: send courtesy reminders, initiate collection proceedings, or approve hardship payment plans
Forwards revenue totals to Payroll Compliance for reconciliation with overall budget and expenditure capacity

Step 3 · Grants

Grants Management Agent

Federal Grant Compliance

Administers federal and state grants ensuring compliance with OMB regulations and award terms, autonomously tracking expenditures and reporting before cascading to payroll validation for personnel costs.

Input

Grant awards with approved budgets and compliance requirements

Output

Compliant grant expenditures with periodic financial reports submitted

Calls grant tracker to monitor spending against categorical budgets and period of performance timelines
Invokes budget tool to validate cost allocation, match requirements, and unallowable expense exclusions
Autonomous decision: approve grant charges, disallow non-compliant costs, or request budget modifications
Sends personnel cost data to Payroll Compliance agent to validate effort certifications and fringe rates

Step 4 · Payroll

Payroll Compliance Agent

Payroll Regulatory Compliance

Validates payroll transactions for tax withholding accuracy, retirement contributions, and grant cost allocations, autonomously detecting errors and passing validated compensation data to financial reporting.

Input

Payroll transactions with time records, deductions, and fund allocations

Output

Compliant payroll with corrected errors and regulatory filings

Queries HRIS for employee time and attendance records, salary schedules, and benefit elections
Executes deduction validator to verify federal/state tax withholding, FICA, retirement, and garnishment calculations
Autonomous decision: process payroll, flag calculation errors, or adjust cost distributions across funds
Cascades validated personnel costs to Financial Reporting agent for incorporation in CAFR and budget statements

Step 5 · Reporting

Financial Reporting Agent

Government Financial Reporting

Generates GASB-compliant financial statements including CAFR, budget-to-actual reports, and fund statements, autonomously ensuring accuracy before data governance validation for public disclosure.

Input

Validated transactions from audit, revenue, grants, and payroll agents

Output

Published financial reports with GASB compliance certifications

Calls general ledger system to consolidate all fund transactions into government-wide and fund-level statements
Invokes GASB engine to apply modified accrual, full accrual, and note disclosure requirements per standards
Autonomous decision: finalize reports, request additional documentation, or flag material misstatements to auditors
Forwards complete financial datasets to Data Governance agent for quality validation before public release

Step 6 · Data

Data Governance Agent

Financial Data Governance

Ensures data quality, security, and retention compliance across all financial systems, autonomously monitoring data integrity and feeding audit findings back to continuous improvement of upstream processes.

Input

Published financial reports and underlying transaction databases

Output

Data quality certifications with governance metrics and improvement recommendations

Calls master data management platform to validate account coding, vendor information, and employee data consistency
Executes quality monitoring rules to detect duplicates, missing values, and referential integrity violations
Autonomous decision: certify data quality, quarantine suspect records, or trigger data remediation workflows
Feeds audit findings and data quality metrics back to Public Fund Auditor for process improvement and control enhancement

Results

Measurable impact within 90 days of deployment

100%

Compliance Rate

Zero audit findings since deployment. All 2,400+ regulations continuously monitored and verified.

95%

Faster Audit Prep

Audit preparation reduced from 6 weeks to 2 days. Documentation always current and examiner-ready.

$1.8M

Fines Eliminated

Zero regulatory fines since deployment. Proactive gap detection catches issues before auditors do.

48hrs

Rule Change Response

New regulation changes assessed and compliance plans created within 48 hours of publication.

Implementation

From pilot to production in 12 weeks

Week 1-4

Agent Design & Tool Integration

Defined agent capabilities, connected ML model, rules engine, graph DB, and chargeback API tools. Configured orchestrator routing logic.

Week 5-8

Shadow Mode & Autonomous Tuning

Agents ran in shadow mode on 10% of transactions. Tuned decision thresholds, tool call parameters, and feedback loop retraining frequency.

Week 9-12

Full Autonomous Deployment

Production rollout across all channels. Agents operating fully autonomously with human-in-the-loop for critical escalations only.

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