Sumit SrivastavaFINANCE / ARCHITECTURE / AI
Editorial portrait of Sumit Srivastava in a light jacket and black glasses
FINANCE × ARCHITECTURE × AI

Business context.
Technical depth.
Accountable intelligence.

SumitSrivastava.

Enterprise Transformation & AI Leader
California, United States / A global perspective.

Discover my work
A CAREER SHAPED AT
KPMGHitachiThermo Fisher ScientificIBMCapgeminiTata / TRDDC
01 / PERSPECTIVETHE WHY
Sumit Srivastava outdoors in California
CALIFORNIA, UNITED STATESA GLOBAL OUTLOOK ↗

The context.
The detail.
The bigger picture.

I connect finance, enterprise architecture and AI to turn complex business problems into systems people can trust.

The next chapter of enterprise AI is a question of accountability as much as capability.

My work sits where a commercial decision becomes a transaction, a financial outcome, and an obligation to explain what happened. That is where finance, architecture, and AI have to work together.

A career across digital commerce, enterprise platforms, and finance transformation has shaped my perspective: good ideas create value when they survive real processes, real exceptions, and real operating constraints.

I focus on connecting business context, transaction lineage, policy, and evidence so leaders can understand the systems they depend on—and make more informed decisions about what comes next.

The experience behind the perspective
THE QUESTION THAT GUIDES MY WORK

Can we explain it?
Can we control it?
Can we prove it?

A practical standard for intelligent
systems in enterprise finance.
02 / EXPERTISETHREE CONNECTED DISCIPLINES

Strategy meets
systems.

I work across the decisions leaders make,
the platforms that execute them, and
the evidence that makes them accountable.

01
FINANCE & COMMERCIAL TRANSFORMATION

Connect the promise to the revenue.

I help translate commercial ambition into finance and operating processes that can support it—from how a company sells to how it bills, recognizes revenue, and reconciles outcomes.

WHERE I FOCUS
  • Quote-to-Cash & Order-to-Cash
  • Subscription, usage & hybrid revenue models
  • Revenue accounting & reconciliation
  • Finance operating models & governance
Commercial strategy, made operational.
02
ENTERPRISE ARCHITECTURE & DELIVERY

Make the whole system work.

I connect business requirements, platform architecture, integrations, and delivery decisions across enterprise ecosystems. The goal is a coherent operating model across teams and systems.

WHERE I FOCUS
  • Oracle Fusion Cloud, RMCS & subscriptions
  • ERP, CRM & commerce integration
  • Data conversion & platform modernization
  • Cross-functional program leadership
Architecture with an execution path.
03
APPLIED AI & FINANCIAL INTELLIGENCE

Bring accountability into intelligence.

My applied-AI experience and current interests connect intelligent automation with the financial context, controls, and evidence required in enterprise environments.

WHERE I FOCUS
  • AI-enabled finance & anomaly detection
  • Transaction lineage & contextual reasoning
  • Verifiable, explainable enterprise AI
  • Policy, controls & evidence for decisions
Intelligence people can evaluate and trust.
03 / CONTRIBUTIONWHAT I BRING TO THE ROOM

One problem.
Multiple perspectives.

My contribution is connecting business
ambition with the detail required to
make it work in an enterprise.

01For business leaders02For technology leaders03For the AI conversation
THE BUSINESS PERSPECTIVE

Turn a strategic shift into an operating reality.

A new revenue model affects pricing, sales, contracts, usage data, billing, accounting, and customer experience. I connect those decisions so transformation can be discussed as a business change with a clear delivery path.

EXPERIENCE BEHIND THE VIEW

Experience shaping subscription and consumption models, enterprise roadmaps, and cross-functional finance transformations.

THE ARCHITECTURE PERSPECTIVE

Keep the business meaning intact across systems.

Enterprise complexity lives between platforms. I work across application boundaries, transaction flows, integrations, and data decisions so technical architecture reflects how the business actually operates.

EXPERIENCE BEHIND THE VIEW

Work across Oracle ERP, CRM, digital commerce, payment systems, subscription platforms, and global enterprise integrations.

THE ACCOUNTABILITY PERSPECTIVE

Ask what an intelligent system is allowed to do.

A plausible answer is only one part of an enterprise decision. My perspective brings business context, authority, policy, changing data, and verifiable evidence into the conversation about autonomous finance.

EXPERIENCE BEHIND THE VIEW

Applied AI and machine-learning experience, finance transformation work, and invention interests in financial reconciliation and verifiable AI reasoning.

04 / JOURNEYCOMMERCE → FINANCE → AI

Built through
experience.

From enterprise commerce engineering
to global finance transformation.
The technical detail has always mattered.

2019 — PRESENTKPMGEnterprise Transformation & AI Leader

Leading complex finance and digital transformation across enterprise platforms, with a focus on Oracle Cloud, Quote-to-Cash, AI-enabled transformation, enterprise architecture, and large-scale delivery. Working across finance, sales operations, IT, product, and operations to connect technology decisions to business outcomes.

Finance transformationOracle CloudRevenue architectureExecutive advisory
ROLE PROGRESSION

OCT 2026 — PRESENTEnterprise Transformation & AI Leader

SEP 2021 — SEP 2026Enterprise Solutions Architect

MAY 2019 — SEP 2021Manager, Finance Strategy & Transformation

2017 — 2019HitachiSenior Consultant II — AI, Machine Learning & Web 3.0 Solutions

Designed and delivered AI, machine-learning, analytics, blockchain, and digital-commerce solutions. Translated business challenges into data requirements and implementation plans, with work spanning customer intelligence, predictive analytics, NLP, and enterprise decision support in Tokyo, Japan.

Applied AIPredictive analyticsCustomer intelligenceTokyo, Japan
2016 — 2017Thermo Fisher ScientificProduct Development Specialist — eCommerce

Supported global digital-commerce and product-platform modernization for life-sciences and healthcare customers. Connected product catalogs, customer experiences, order capture, fulfillment, and financial processes through Oracle ERP and enterprise integrations.

Life sciencesDigital commerceOracle ERP integrationAPI architecture
2013 — 2016IBMConsultant — IBM Watson, WCS & Sterling Commerce

Delivered enterprise commerce capabilities for European clients. Worked across localized storefronts, payment integrations, product catalogs, enterprise systems, and order fulfillment, building a foundation in scalable digital platforms and end-to-end transaction flows.

Enterprise commercePaymentsGlobal deliverySystems integration
2012 — 2013CapgeminiSoftware Development Consultant — eCommerce

Implemented and customized enterprise commerce platforms for global clients, including regional storefronts, multi-currency and multi-language experiences, ERP and CRM integration, and payment flows.

Commerce platformsLocalizationERP & CRMEuropean Union
2010 — 2012Tata Research Development and Design CentreDeveloper — IBM WCS, ATG & QlikView

Automated sales-management KPI dashboards and supported self-service metrics with QlikView. Contributed to web and mobile commerce solutions, establishing a practical foundation in enterprise software, business data, and operational reporting.

Software engineeringBusiness intelligenceQlikViewCommerce development
05 / RECOGNITION & INVENTIONTHE WORK BEYOND DELIVERY

Recognition earned.
Questions pursued.

Technical achievement, continued learning,
and a sustained interest in solving
difficult enterprise problems.

SELECTED HONORS
  • CLP Faculty Award
  • TGMC Top Programmer
  • Manager’s Choice Award — 2014
  • Orion Award
  • Sparkle Award
PROFESSIONAL CREDENTIALS

IBM Certified Application Developer — WebSphere Commerce V7.0

IBM Blockchain Essentials V2

IBM Design Thinking Practitioner

PATENT-RELATED WORK

From complex problems
to new approaches.

My invention interests explore how intent, context, financial relationships, and evidence can inform more accountable digital systems.

  • Causal financial reconciliation & discrepancy explanation
  • Cryptographically verifiable AI reasoning manifests
  • Decentralized intent orchestration & adaptive commerce
  • Intent-based venue, event & persona matching
  • Multimodal over-engagement detection & feedback

These topics describe patent-related work listed in my professional profile. They do not represent a statement of granted patent status or current ownership.

06 / FIELD NOTESIDEAS I WORK WITH

A point of view.
Grounded in practice.

Continue the conversation on LinkedIn
AI & ACCOUNTABILITY3 MIN READ

Enterprise AI needs more than a convincing answer.

When an intelligent system can change a financial outcome, the conversation has to include context, authority, and evidence.

Read perspective REVENUE TRANSFORMATION3 MIN READ

A new pricing model is an operating-model decision.

Subscription, consumption, and hybrid pricing change far more than the number on a proposal. They change how the business works.

Read perspective ENTERPRISE ARCHITECTURE3 MIN READ

A transaction is a story across systems.

The order, the invoice, and the accounting entry each show part of the story. Understanding the relationships is what makes the whole useful.

Read perspective
07 / CONNECTSTART WITH A MEANINGFUL QUESTION

Let’s make
complexity
useful.

Enterprise finance. Intelligent systems.
Industry conversations that move the work forward.

Start a conversation
FIND ME HEREEmail[email protected]LinkedInConnect with SumitA quick introductionDownload my short bio