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FinTech Analyst

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I analyze how products, markets, and infrastructure evolve, using technology as the lens and financial systems as the primary domain.

Read Hybrid Economies View Resume

Education & Key Signals

B.Tech CS & FinTech (MIT)
3 Published Papers (AI & Systems)
6+ Patents Filed (Adaptive AI)
5 Papers Under Review
2M+ Engagements
2x RoboCup International

Why this

I am drawn to the gap between how financial systems are designed and how they actually behave. Products get built on top of infrastructure that was never meant to support them. Markets evolve faster than the frameworks used to analyze them. I find the most interesting problems are the ones where economic logic, product logic, and technical logic intersect. That tension is where real analysis happens.

What I analyze

MarketsProductsInfrastructureCapitalPaymentsBankingDigital AssetsContentPlatform EconomicsEconomic IncentivesAI SystemsIdentityTrustRegulationCompetition

Now

  • Writing Hybrid Economies: original research on how markets and infrastructure evolve
  • Researching Platform dynamics and competitive moats in financial technology
  • CFA L1 Preparing for CFA Level 1 (Candidate • Appearing November 2026)
  • Studying How AI is changing the interface between developers and financial systems
  • Building VersionTwo: boutique media company producing market intelligence for product enterprises
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Professional

Zinnov

Platform Ecosystems & AI Research Workflows

Outcome: Reduced consulting research effort and project delivery time by 33% across live client engagements while shaping pricing recommendations.
Problem
Hyperscaler enterprise clients needed deeper competitive benchmarking across cloud platform monetization and partner economics.
Approach
Analyzed platform ecosystems for Microsoft, AWS, and Google Cloud while designing internal AI research workflows to accelerate strategic consulting delivery.
Outcome
Reduced consulting research effort and project delivery time by 33% across live client engagements while shaping pricing recommendations.

Ecosystem leadership is structural: monetization and partner economics dictate distribution speed.

Lyzr AI

Growth & Developer Community Expansion

Outcome: Generated over 1M engagements and expanded developer presence while informing strategic go-to-market decisions.
Problem
Enterprise AI platforms struggle to benchmark horizontal versus vertical positioning in crowded developer markets.
Approach
Executed product-led growth initiatives across targeted AI developer communities while producing competitive intelligence reports for leadership.
Outcome
Generated over 1M engagements and expanded developer presence while informing strategic go-to-market decisions.

Community engagement is the leading indicator for developer platform adoption.

Sorted

Conversational FinTech AI Microservices

Outcome: Achieved over 90% user satisfaction in closed testing across AI-powered financial workflows.
Problem
Building conversational AI for consumer finance requires zero-friction onboarding and reliable real-time API integrations.
Approach
Conducted user and competitor research for financial AI workflows, translating insights into product specs and production microservices.
Outcome
Achieved over 90% user satisfaction in closed testing across AI-powered financial workflows.

In consumer fintech, safety and clarity in conversational interfaces create user trust.

Omi AI

AI Wearables Ecosystem & Market Expansion

Outcome: Scaled community to 2,500+ active users and over 40K monthly engagements.
Problem
Launching hardware-software AI wearable ecosystems into international markets requires localized feedback loops.
Approach
Led India market expansion strategy for AI wearables, establishing customer feedback loops across hardware, software, and AI engineering teams.
Outcome
Scaled community to 2,500+ active users and over 40K monthly engagements.

Localization is organizational: user feedback loops must directly feed hardware and software roadmaps.

Independent & Leadership

VersionTwo

Boutique Media Company

Outcome: Active strategic advisory and publication of Hybrid Economies covering payments, financial infrastructure, and digital assets.
Problem
Technical product companies and financial infrastructure platforms struggle to command market narrative, developer mindshare, and institutional authority.
Approach
Founded a boutique media company producing high-signal editorial research, market intelligence series, and executive strategic narrative for tech companies.
Outcome
Active strategic advisory and publication of Hybrid Economies covering payments, financial infrastructure, and digital assets.

In modern technology markets, media and narrative architecture dictate distribution power.

Finova

FinTech Community & Vertical Leadership

Outcome: Scaled to 400+ members managing an annual budget exceeding INR 2,00,000 with industry workshops and competitions.
Problem
Students and young professionals lack structured pathways into investment banking, quant finance, and fintech software.
Approach
Founded and led a premier fintech community across 6 specialized verticals (IB, Quant, Software, Blockchain, Product, Research).
Outcome
Scaled to 400+ members managing an annual budget exceeding INR 2,00,000 with industry workshops and competitions.

Building communities requires operational discipline and specialized vertical structure.

Academic & Research

RoboManipal

Senior AI Researcher (RoboCup Brazil & Germany)

Outcome: Represented India on international stages in autonomous robotics while engineering high-performance AI systems.
Problem
Developing real-time computer vision, sensor fusion, and path planning algorithms for autonomous multi-agent robotics.
Approach
Served as Senior AI Researcher representing India at RoboCup Brazil 2025 and RoboCup Germany 2026, and qualified Top-20 nationally at DD Robocon 2024.
Outcome
Represented India on international stages in autonomous robotics while engineering high-performance AI systems.

Autonomous systems demand real-time precision and zero-margin error handling under competition conditions.

MIT

B.Tech in Computer Science & Financial Technology

Outcome: B.Tech degree in Computer Science & Financial Technology; CFA Level 1 Candidate (Appearing November 2026).
Problem
Integrating computer science, business dynamics, and financial systems into a unified engineering foundation.
Approach
Rigorous 360° curriculum spanning software systems, computer science, financial markets, business models, and technology infrastructure.
Outcome
B.Tech degree in Computer Science & Financial Technology; CFA Level 1 Candidate (Appearing November 2026).

Comprehensive technical, financial, and strategic domain knowledge for analyzing complex software and market infrastructure.

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Hybrid Economies • Top Picks

Curated analytical essays hand-picked straight from my Substack publication, Hybrid Economies. Authored by Vedant Agarwal.

Read Substack →

VCs & Venture Dynamics

12 min

Platform Competition in Financial Services: How Moats Form and Break

Why competitive dynamics in regulated markets follow different rules than consumer software, and how VCs evaluate defensibility.
10 min

Venture Capital in Infrastructure: Pricing Risk in Developer Platforms

Evaluating margin structures, unit economics, and distribution advantages in B2B platform layers.

Macro & Human Frontiers

15 min Top Pick • Substack

The Next Frontier Is Human

A map of what human life and work looks like when the daily grind is finally taken off our plates.
16 min

The Open Banking Mirage: What 10 Years of Open APIs Have Actually Produced

A market assessment separating regulatory ambition from actual commercial outcomes.

FinTech & Market Infrastructure

14 min

The Plumbing Problem: Why Payment Infrastructure Determines Who Gets Access

How the architecture of payment networks creates structural winners and losers.
11 min

Embedded Finance Is Not a Feature. It Is a Business Model Transformation.

Why embedding financial capabilities changes the economics of vertical software.
9 min

Treasury Intelligence: Why CFOs Are Becoming Product Managers

Cash management and treasury automation converging into a new productized category.
8 min

What Financial Infrastructure Actually Means

Defining the distinction between infrastructure, platforms, and applications in financial services.

AI & Autonomous Systems

10 min

Developer Platforms and the New Financial Stack

How AI-native developer tools are changing the way financial infrastructure gets built and deployed.
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Research & Publications

Research Papers

3 Published Papers (AI Systems, Market Microstructure & Robotics)

Quantitative analysis of autonomous AI systems, market microstructure, price discovery mechanisms, and financial software architectures.

Academic & Peer-Reviewed Journals 2024 - 2026
Under Review

5 Additional Research Papers Under Review

Ongoing research contributions in advanced AI architectures, autonomous robotics, and market infrastructure.

Peer-Reviewed Journals 2026
Patents

6 Patents Filed (Adaptive AI Systems & Autonomous Engineering)

Intellectual property filed in real-time adaptive AI systems, data processing, and autonomous engineering.

Academic IP & Technical Innovations 2023 - 2026
Robotics

RoboCup International

Represented India on the global stage in autonomous robotics; Top-20 team nationally at DD Robocon 2024.

RoboManipal / Senior AI Researcher 2024 - 2026
Impact & Scale

2M+ Total Engagements Across Publications & Communities

Original research, community initiatives, and market breakdowns reaching global operator and developer audiences.

Hybrid Economies & Finova 2025 - 2026

VersionTwo

A boutique media company delivering high-signal market intelligence, editorial research, and strategic narrative for category-defining financial and product technology enterprises.

Visit VersionTwo →

Resume

FinTech & AI Systems Analyst with experience across market research, technical writing, and product analysis. Published researcher. Open to Product, Content, and Analyst roles.

View CV → LinkedIn
FinTech Analyst • Products • Markets • Infrastructure
Hybrid Economies • Digital Economies • Open Banking • Payments
Research Publication • Market Intelligence • Financial Systems

Platform Ecosystems

Zinnov

Product Execution

Sorted

Developer Markets

Lyzr

Market Expansion

Omi

Credit Infrastructure

Finova

Research Methods

MIT

AI Systems

Independent

Capital Markets

Research

Product Strategy

VersionTwo

Digital Economies

Hybrid Economies
Study.
Analyze.
Publish.
Repeat.
Study.
Analyze.
Publish.
Repeat.
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vedant.agarwal312@gmail.com
LinkedIn Hybrid Economies