Transforming BFSI Enterprises
Through Data Intelligence
& AI
20+ Years of Enterprise BI, Data Engineering & AI-Driven Analytics Across Broking, Wealth Management, PMS & Capital Markets
Former CTO, VP-IT & Director IT turned independent advisor — partnering with BFSI CXOs to architect and deliver data transformation programs that actually move the business needle.
A Strategic Partner for Enterprise Data Transformation
With over two decades embedded in India's BFSI sector, I bring a rare combination of deep domain knowledge and enterprise technology architecture capability. Having served as CTO, VP-IT, and Director IT at leading BFSI firms, I understand both the boardroom pressures and the data architecture challenges.
My work sits at the intersection of business strategy and technology execution — helping organizations move from reactive, Excel-driven reporting to proactive, AI-powered decision intelligence. I've architected platforms that process billions in AUM, track thousands of dealers, and automate complex revenue reconciliation across multi-scheme PMS environments.
Today, as an independent consultant, I partner with BFSI CXOs who want to build data foundations that actually drive growth — not just dashboards that look good in board presentations.
Core Expertise
End-to-end capability across the BFSI data intelligence stack
Enterprise BI Platforms
Power BI, semantic layers, enterprise reporting ecosystems — built for scale and self-service.
Revenue Intelligence Systems
P&L analytics, brokerage revenue tracking, AUM analytics, and fee structure modeling.
AI-Driven Analytics
Predictive models, anomaly detection, pattern recognition, and AI-powered insights.
Data Engineering & Warehousing
ETL pipelines, star schema design, data warehouse architecture, and pipeline orchestration.
BFSI Business Intelligence
Domain-specific BI for broking, wealth management, PMS, and insurance operations.
Executive MIS Transformation
C-suite dashboards, board-level analytics, and strategic KPI reporting frameworks.
Automation & Workflow Intelligence
AI automation, n8n workflow orchestration, and intelligent business process automation.
Open-Source Data Lakehouse Engineering
Built Databricks-equivalent OSS data lakehouses (Delta Lake + Apache Spark + MinIO) with custom management UI — full on-prem sovereignty at a fraction of cloud licensing cost.
Enterprise Data Governance & PII Masking
Custom governance frontend with role-based PII masking, data classification, and audit trails — compliance-ready governance without expensive vendor lock-in.
AI Connectivity via MCP & RBAC
Model Context Protocol servers with role-based access control — governed AI connectivity that lets enterprise teams use AI on sensitive BFSI data without sovereignty risk.
Performance & Incentive Intelligence
RM/dealer productivity analytics, incentive calculation engines, and performance leaderboards.
Decision Intelligence Systems
Real-time signals, AI-driven alert systems, and decision support platforms for leadership.
Every capability applied with a business-outcome lens — not just technology for technology's sake.
Deep BFSI Domain Expertise
Understanding business operations from the inside — not just the technology
Understanding Revenue Flows
From brokerage income and trail fees to AUM-linked revenues — I understand how BFSI businesses make money. Every data model is designed with revenue mechanics in mind.
Operational Intelligence
Dealer/RM activity, conversion metrics, productivity analytics built from first principles. Not generic templates — architectures that reflect how your business actually operates.
Compliance-Aware Analytics
Reporting architectures designed with regulatory awareness and audit trails. Data governance built in, not bolted on.
Business Process Depth
Every data model built on deep understanding of BFSI workflows, not generic templates. 20+ years of operational knowledge embedded in every architecture decision.
Transformation Case Studies
Strategic architecture thinking. Real business outcomes.
PMS Revenue Automation Platform
Manual revenue reconciliation across 200+ PMS schemes causing error-prone reporting and daily firefighting.
Automated ETL pipeline, semantic data model with unified revenue view across all scheme types and fee structures.
80% reduction in reporting effort. Real-time AUM and fee analytics with zero manual intervention.
Enterprise Incentive & Productivity Intelligence
No visibility into RM/dealer performance vs target, delayed incentive calculations causing team dissatisfaction.
KPI engine, incentive calculation automation with real-time leaderboards and performance dashboards.
Monthly incentive cycle reduced from 5 days to 4 hours. Full transparency across the sales hierarchy.
Oracle to Modern BI Architecture Migration
Legacy Oracle-based reporting, siloed data sources, no self-service capability for business users.
Staged migration with star schema redesign and Power BI semantic layer. Zero downtime transition.
Enterprise-wide self-service BI deployed. 10x faster report generation vs legacy system.
Enterprise Reporting Modernization
300+ Excel-based MIS reports, 6 hours of daily manual data consolidation, version control chaos.
Centralized data warehouse, automated MIS generation, and executive dashboards with drill-through.
Eliminated 6 hours of daily manual work. Single source of truth for all operational reporting.
AI-Powered Analytics Platform Vision
Reactive analytics — management flying blind on operational signals, acting on last week's data.
AI signal engine, anomaly detection, and predictive revenue forecasting with proactive alert systems.
Proactive decision intelligence with early warning systems for revenue dips and anomalies.
Open-Source Enterprise Data Lakehouse
BFSI enterprise needed a Databricks-equivalent unified analytics and AI platform — but cloud deployment was blocked by data sovereignty requirements and licensing costs were prohibitive.
Built a fully open-source data lakehouse (Delta Lake + Apache Spark + MinIO) with a custom management UI, role-based PII masking governance layer, and MCP-based AI connectivity with RBAC.
Production-grade lakehouse serving all BFSI analytics and AI workloads entirely on-prem. Full data sovereignty maintained. 80%+ cost reduction vs commercial cloud equivalent.
CFO Intelligence Platform
CFO had no real-time P&L visibility across business lines. Budget vs actuals was a monthly exercise. Board reporting took 3 days of manual preparation by the finance team.
Built a unified financial intelligence layer integrating GL, revenue, cost center, and treasury data. Automated board reporting package with AI-driven variance commentary and forward-looking cash flow forecasting.
Real-time P&L visible to CFO daily. Board pack generated automatically overnight. Finance team freed from 3 days of month-end manual consolidation.
Retail Distribution Intelligence Platform
50+ branch retail network with zero visibility into branch-level performance, customer acquisition cost, or channel efficiency. Resource allocation was based on gut feel, not data.
Branch analytics engine with customer journey tracking, product penetration scoring, RM-level productivity analytics, and digital vs branch channel performance comparison.
Identified top 20% of branches contributing 60% of new client acquisition. Data-driven resource reallocation and branch expansion strategy enabled.
Institutional Intelligence Platform
Institutional desk (FIIs, corporate treasuries, HNI) had no CRM-to-analytics pipeline. Mandate tracking was manual, relationship P&L was invisible, and win/loss analysis was impossible.
Institutional client data platform with mandate lifecycle tracking, transaction-level analytics, relationship-level P&L attribution, and custody analytics dashboard for the institutional team.
Full relationship profitability visible. Mandate win/loss tracking enabled strategy refinement. Institutional RM productivity analytics deployed for the first time.
Facility Management Digital Transformation
Facility management firm with 3,000+ field manpower had manual attendance tracking, error-prone payroll, and no visibility into workforce deployment across sites. GeM tendering was entirely manual.
Built a mobile attendance app with GPS geofencing for manpower check-in/out. Automated payroll calculation from attendance data. Designed and delivered an end-to-end GeM Tendering Management System covering bid lifecycle, compliance, and submission.
Eliminated manual attendance fraud. Payroll accuracy improved to 99.8%. GeM tendering cycle time reduced from weeks to days with full audit trail.
Revenue Intelligence Platform
Revenue leakage undetected, no cross-product analytics view, client-level P&L invisible to leadership.
Unified revenue data model, automated leakage detection, and client-level P&L tracking system.
Identified 12% revenue leakage previously invisible. Real-time tracking and recovery workflows deployed.
* Case studies represent composite patterns from 20+ years of BFSI engagements. Specific details confidential.
Building Intelligent
Enterprises
Where data, AI, and business strategy converge to create systems that think, recommend, and automate decisions at enterprise scale.
Internal AI Assistants
LLM-powered business intelligence chatbots that answer complex BFSI queries from internal data sources.
RAG Systems
Enterprise knowledge retrieval and document intelligence — enabling AI search across unstructured BFSI data.
AI-Powered Reporting
Automated narrative generation, anomaly highlights, and intelligent commentary on business performance.
Intelligent Automation
n8n workflows, AI-triggered business processes, and end-to-end automation of BFSI operational tasks.
Decision Intelligence
Real-time signals, AI-driven alerts and recommendations that push intelligence to decision-makers.
MCP Server AI Connectivity & RBAC
Model Context Protocol servers with role-based access control — governed AI connectivity that lets BFSI teams use AI on sensitive data with complete sovereignty, audit trails, and zero data leakage.
The next frontier for BFSI isn't just better dashboards — it's systems that think, recommend, and automate decisions at scale.
Consulting Engagement Models
Structured engagements designed for enterprise transformation outcomes
Advisory Consulting
Strategic BI/AI advisory for CXOs. Architecture reviews, technology roadmaps, and platform strategy to guide your data transformation journey.
Transformation Projects
End-to-end data platform builds from architecture design through delivery, adoption, and handover to your team.
Fractional BI Leadership
Fractional CTO/VP-BI role for organizations needing senior data leadership without full-time overhead.
AI Strategy Consulting
AI readiness assessment, use case prioritization, and POC design for BFSI AI initiatives. From vision to first deployment.
Data Platform Modernization
Legacy to modern stack migration. Data warehouse redesign, lakehouse architecture, and full BI modernization programs.
Executive Analytics Advisory
Dedicated advisory for C-suite analytics needs. Board reporting frameworks, KPI design, and executive dashboard strategy.
Technology Stack
Enterprise-grade tools. Business-first application.
Thought Leadership
Strategic perspectives on BFSI analytics, AI transformation, and enterprise data
AI in Broking: From Reactive Reports to Proactive Decision Intelligence
The broking industry has been data-rich and insight-poor for decades. AI-driven analytics is changing that — here's the architecture that makes it real.
Building an Executive MIS That Actually Drives Decisions
Most executive dashboards are glorified reports that nobody reads. Here's how to design MIS that becomes the operating rhythm of a BFSI leadership team.
The Hidden Cost of Manual Reconciliation in PMS Operations
PMS operations teams spend 30-40% of their time on manual reconciliation that should be automated. A look at the true cost and how to eliminate it.
Let's Build the Next Generation BFSI Intelligence Platform
Whether you're modernizing legacy reporting, implementing AI analytics, or architecting a data transformation strategy — let's have a strategic conversation.
Get in Touch
I typically respond within 24 hours. All strategic conversations handled with complete confidentiality.
Complete Confidentiality Guaranteed. All engagement discussions, business context, and strategic conversations are handled with strict confidentiality and professional discretion.