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Regulatory Reporting Autopilot
How a leading private sector bank automated RBI, SEBI, and IRDAI periodic reporting and cut compliance team effort on report generation by 60-70%.
01 PROBLEM STATEMENT
Regulatory Reporting is Consuming your Best Compliance Talent
A leading private sector bank with obligations across RBI, SEBI, and IRDAI spent a disproportionate share of its compliance team’s time every month building periodic reports from scratch. Officers pulled data manually from CBS and GL systems, formatted it into regulator-specific templates, drafted narrative sections by hand, and chased approvals under tight submission deadlines. Every quarter end became a crunch. Late submission risk was constant. And when auditors asked questions, tracing a number back to its source data took days, sometimes weeks.
02 current challenges
Challenges in Regulatory Reporting
Manual
Report generation
Every periodic report built from
scratch by pulling CBS and GL
data by hand into
regulator-specific templates.
Crunch
Quarter-end pressure
Month-end and quarter-end
reporting cycles overwhelmed
compliance teams, creating
late submission risk and officer
burnout.
Weeks
Auditor query response
Tracing a reported figure back
to source data required manual
searches across CBS, GL, and
spreadsheet records.
No Trail
Submission audit log
No structured record linking
each submitted figure to the
source transaction, calculation,
and officer who approved it.
03 SOLUTION OVERVIEW
STAR’s Approach – AINE Regulatory Reporting Autopilot
STAR Systems deployed the AINE Regulatory Reporting Autopilot on-premise within the bank’s IBM PowerVS environment. The platform connects to IBM i DB2 CBS and GL views via scheduled batch extract, automatically generates periodic reports for RBI, SEBI, and IRDAI in the required formats including XBRL taxonomy mapping, and uses Gemini to draft the narrative sections. Compliance officers review and approve the AI draft before submission. Every report and its source data trail is retained for 7 years on-premises. STAR updates regulatory format templates within 5 business days of any RBI circular change.
AI PATTERN
Data Extraction + Generative Drafting +
Compliance Review
Compliance Review
04 WORKFLOW PROCESS
Step-By-Step: How a Regulatory Report is Generated and Submitted
Step 1 – Data Extraction: Scheduled batch pulls GL and CBS data from IBM i DB2 views. No manual export or spreadsheet required.
Step 2 – Report Generation: Platform maps data to regulator-specific templates – RBI, SEBI, IRDAI including XBRL taxonomy formatting.
Step 3 – Narrative Drafting: Gemini drafts the narrative and commentary sections of each report based on the extracted data and prior submissions.
Step 4 – Compliance Review: Compliance officer reviews the AI-generated draft, edits narrative if needed, and approves before submission.
Step 5 – Submission and Log: Approved report submitted to regulator. Submission logged with source data trace, timestamp, and officer sign-off.
Step 6 – Audit Trail Retained: Full report, source data, and approval chain retained for 7 years on IBM PowerVS. Auditor queries answered in minutes.
05 KEY FEATURES
What the Platform Does
Automated Report Generation:
RBI, SEBI, and IRDAI periodic reports generated automatically from CBS and GL data. No manual template population. No spreadsheet exports.
XBRL Taxonomy Mapping:
Platform maps extracted data directly to RBI XBRL submission format. Taxonomy updates handled by STAR within 5 business days of any RBI circular change.
Gemini Narrative Drafting:
AI drafts commentary and narrative sections based on the data and prior approved submissions. Compliance officer reviews quality – not builds from scratch.
Compliance Officer in the Loop:
Every report reviewed and approved by a compliance officer before submission. AI accelerates the work – the officer retains sign-off authority and accountability.
7-Year On-Premise Audit Trail:
Full report, source data extract, calculation log, and approval chain retained for 7 years on IBM PowerVS. No cloud egress. Auditor queries answered in minutes.
Draft Distribution via Email:
AI-generated drafts distributed automatically to the compliance team via email integration for review. No manual file sharing or version confusion.
06 BUSINESS OUTCOMES
What Changes After Go Live
60-70%
Compliance team effort reduced
Minutes
Auditor query response time
Zero
Late submission risk
7 Years
On-prem audit trail retained
CFO
- Compliance team effort on periodic reporting reduced 60-70%.
- Risk of late submission penalties eliminated through automated scheduling.
CXO / Risk
- Every report traceable to source data – auditor queries answered in minutes, not weeks.
- Submissions arrive on time, every time.
Operations Head
- Compliance officers review narrative quality rather than building reports.
- Month-end and quarter-end crunch significantly reduced.
Chief Compliance
- Regulatory format updates handled by STAR within 5 days of RBI circulars.
- Audit trail retained 7 years on-prem. Full defensibility
07 REAL-WORLD SCENARIO
A day in the Life – Before and After
| Before | After |
|---|---|
| Compliance officer spends 3 days pulling data from CBS and GL into Excel templates for the RBI monthly return. | Scheduled batch runs overnight. Report data populated automatically from IBM i DB2 views. Officer finds a complete draft in inbox by 9 AM. |
| Narrative commentary written from memory and prior year reports. Inconsistencies appear across sections. Senior review needed. | Gemini drafts narrative sections grounded in the actual extracted data. Officer reviews and refines not writes from scratch. |
| Quarter-end: four reports due simultaneously. Team works weekends. One submission delayed. RBI sends a query letter. | All four reports generated in parallel on schedule. Submissions dispatched before deadline. No query letters. |
| RBI auditor queries a figure in last year’s return. Officer searches spreadsheets for 2 weeks and cannot find the source transaction. | Auditor query resolved in minutes full source data trace, calculation log, and approval sign-off available on IBM PowerVS. |
08 ROI AND VALUE JUSTIFICATION
Why the Numbers Work
| Value Driver | Indicative Impact | How It Is Realised |
|---|---|---|
| Compliance team effort | 60-70% reduction on periodic reporting | Officers freed from data assembly and template work; redeployed to review, interpretation, and strategic compliance. |
| Late submission risk | Eliminated through automated scheduling | Automated generation and deadline tracking removes human scheduling dependency and submission penalty exposure. |
| Auditor query resolution | Days or weeks reduced to minutes | 7-year on-prem audit trail with full source data trace means every submitted figure is instantly explainable. |
| Positive ROI timeline | Within 6 months of go-live | Compliance officer time savings and penalty risk elimination exceed platform and managed service costs within one reporting cycle. |
09 NEXT STEPS
01
Discovery Call
30-min call to map your current reporting cycle, CBS setup, and regulatory obligations.
02
Pilot Scoping
We identify one periodic return for a 4-week pilot full generation to draft approval.
03
Pilot Delivery
AI-generated draft produced from your actual CBS and GL data before any commercial commitment
04
Business Case
Time savings, accuracy, and audit trail quality measured from your pilot and presented to leadership.
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