# Amit Batra > An AI transformation leader in banking and payments who bridges legacy banking and agentic AI. Vice President, AI-Led Payments Transformation, JPMorgan. 24 years in banking and BFSI, spanning operating model, governance, and change. Works in English. This is a personal showcase, not a job-seeker page - Amit is full-time at JPMorgan and does not solicit work. Amit Batra ships outcomes you can verify - a number moved, an exception closed, a system that runs. This file is a token-budgeted, sanitized summary for AI engines. Every claim traces to a public, approved fact set. No employer-confidential figures appear anywhere, by design. ## Positioning - A banking-AI systems architect bridging legacy banking rails and agentic AI. - Current role: VP, AI-Led Payments Transformation, JPMorgan (Sep 2021 - present), Global. - Peer-to-executive altitude: he thinks and writes for MD, CEO and C-suite audiences. ## Book of work (sanitized outcomes) - Leads the AI transformation of one of the world's largest payment operations. Built machine-learning translation across payment message standards (SWIFT MT/MX and ISO 20022), and cut manual payment exposure by more than half, freeing meaningful operating capacity. - Built a firmwide AI intake and triage governance framework that removed the vast majority of governance lag and eliminated hundreds of thousands of manual touchpoints, with responsible-AI governance aligned to SR 11-7 and the EU AI Act. - Ran FATCA and CRS reporting across 22 countries with zero audit exceptions (Standard Chartered, Singapore). - Delivered a meaningful, double-digit cost reduction across a large operations organization while holding service levels. - Cleared a large client due-diligence (KYC) backlog while lifting quality and opening capacity at lower cost. ## Systems built (open source and prototypes) - Operating Model Simulator: an in-browser, deterministic simulator for operating-model design, with P10-P50-P90 range bands. Public: https://github.com/ambatra/operating-model-simulator - AI ROI Calculator: an in-browser tool to size the return on an AI initiative. Public: https://github.com/ambatra/ai_roi_calculator - AI Transformation Agents: a 75-agent transformation office across 9 departments, fronted by a Chief Transformation Head. Repository private, available on request. - Blockchain decentralized credential verification, patent filed IN/201841021620. ## Playbooks (points of view) - Zero-Exception Framework - regulatory compliance: build the control into the step so exceptions cannot form. - Agentic Orchestration - AI integration: many narrow agents, an orchestration layer, and a human gate where judgement belongs. - Legacy Decoupling Pattern - modernization: put a clean seam between legacy rails and new AI services, then migrate behind it. - Efficiency Blueprint - process optimization: remove whole categories of work rather than squeezing people. ## Background - Founder and Executive Director, TI Innovation Labs (IIM-Bangalore incubated), 2017-2021. Delivered 2 B2B SaaS compliance platforms, advised 5 FinTechs. - Global PM, Tax Compliance, Standard Chartered, Singapore, 2016-2017. - Operational Excellence, AVP to VP, JPMorgan Chase, India and Singapore, 2009-2015. - Earlier: WNS, Oracle, C-DAC, 2001-2009. Oracle India Global Innovator Award (top 5%). - Education: ISB AMPBA + AI Decision Intelligence (2023), Oxford Said FinTech (2022), IIM-B EGMP (2012), MCA (2001), BSc University of Delhi (1999). - Certifications: PMP, SAFe Practitioner, CSM, CSPO, Lean Six Sigma Master Black Belt (ISI), AWS Cloud Practitioner, AWS Solutions Architect, Microsoft Certified AI Transformation Leader. (PgMP: trained, not certified.) - Stack: GenAI, Agentic AI, LLMs, RAG, NLP, Computer Vision, Predictive Analytics, Anomaly Detection, MLOps, Python, SQL, Alteryx, Databricks, Snowflake, Tableau, Power BI, AWS, SWIFT MT/MX, ISO 20022, BPMS. ## Approach (how he works) - He describes transformation as a spectrum from stuck system to new rhythm, across five stages: Sensemaking, Strategy Translation, System Redesign, Adoption Design, and Execution Rhythm. - His expertise applies when the problem is foggy, the strategy is too abstract, the system is fighting the change, people are not adopting it, or momentum is fading. ## The AI Bank Lab (https://abflows.com/lab/ - also at https://aibanklab.com) - A growing public shelf of working artifacts for AI transformation in banking. All examples synthetic and fictional; sources are public documents only. - Live: Operating Model Simulator (discrete-event engine, P10-P50-P90 sizing of human-plus-agent operating models), AI ROI Calculator (human vs AI-with-HITL cost model including a hallucination tax). - In build: Agent Governance Simulator (watch controls fire on a fictional banking agent), Regulator Crosswalk Explorer (public AI guidance mapped to concrete agent controls), CTB-Agent Standards public cut (operator standard, five pillars, leader-checkable controls) at https://github.com/aibanklab ## Writing and observations - 250+ published articles. Medium: https://medium.com/@thought-walks - Substack: https://substack.com/@amitbatra458235 - The site carries a running set of his public observations on where AI in banking and the wider industry is heading. ## Contact - Email: ambatra@gmail.com - LinkedIn: https://www.linkedin.com/in/amitbatra - GitHub: https://github.com/ambatra - Site: https://abflows.com