About LorvexAI
Independent Research and Architecture for Controlled AI
I'm Sreedhara Reddy Kotha, and this is where I publish my own research, writing, and reference architecture on controlled AI — for finance, risk, compliance, regulatory reporting, and enterprise automation. Everything here is personal and independent: it isn't consulting work, product development, or a position taken on behalf of any employer, client, regulator, or organisation I've worked with.
Independent Capacity
The work published on LorvexAI is independent, educational, and personal in nature. It does not represent any current or former employer, client, regulator, vendor, financial institution, NHS body, or affiliated organisation.
No Confidential Information
This profile and site do not disclose or rely on confidential employer, client, customer, transaction, regulatory filing, supervisory, or proprietary information.
Controlled AI Focus
The work focuses on how AI can be designed with governance, auditability, human oversight, and operational control in mind.
Who I am
20+ years across finance technology, risk, regulatory reporting, data, automation, and AI
I'm a finance technology and AI practitioner with more than two decades of experience across financial services, risk, regulatory reporting, data, automation, and enterprise technology — and this site is where I write about it.
Sreedhara Reddy Kotha
Creator of LorvexAI
I've spent more than two decades in financial services, risk, regulatory reporting, data platforms, automation, and enterprise technology. Most of what I write here comes back to one question: how do you design AI systems with governance, auditability, human oversight, and operational control built in from the start, rather than bolted on afterward.
I don't disclose or rely on confidential employer, client, customer, transaction, regulatory, or proprietary information here.
Experience summary
Experience informed by two decades across global financial services, finance technology, risk operations, regulatory reporting, data platforms, and AI-enabled transformation.
Core technical focus
Domain focus
- Finance technology, risk, regulatory reporting, data, automation, and enterprise technology
- Controlled AI architecture, retrieval governance, evidence design, and human oversight
- Educational research into finance, risk, compliance, and regulatory reporting
- Independent writing, publishing, technical diagrams, templates, and reference blueprints
Published Book
AI for Financial Risk, Compliance and Regulatory Reporting
Practitioner-focused educational writing on controlled AI adoption for financial risk, compliance, regulatory reporting, governance, RAG, agents, MLOps, LLMOps, and enterprise banking architecture.
Read the books, research, and blueprints
Keep reading
More of what I write on controlled AI architecture.
Books, research notes, technical guides, and reference blueprints — all written and published by me, on my own time.