Harish Agoram

Founder (Enterprise AI & Data Science) @ Fluid Innovation Labs Pvt Ltd (FIL)

About

Most agentic AI projects look impressive in the demo and then quietly fail in production. Most agentic AI projects look impressive in the demo and then quietly fail in production. The real challenge is rarely the model. It is the missing governance, reliability, and operational discipline. I help software engineers, Technical Program Managers, Product Managers, and enterprise leaders move from experimental pilots to production-grade, safe, and governable Agentic AI systems that deliver real business value at scale without goal drift, security incidents, or compliance failures. As an IIT Madras Advanced Certified professional in Data Science and Artificial Intelligence, I combine deep technical expertise with 23+ years of global enterprise leadership across India, Singapore, the US, and the UK. I created the CLEAR Framework (Clarity, Limits, Explainability, Auditability, Reliability) to help teams design autonomous systems they can actually trust and maintain. Proven Impact: Delivered 67+ production AI/ML systemsGenerated $15M+ in measurable business valueLed large-scale AI programs with 80+ engineers on $2B+ AUM platforms Founder & Director - Fluid Innovation Labs Currently focused on practical Agentic AI governance and building reliable, production-ready AI systems. If you are an engineer, TPM, PM, or leader working on Agentic AI initiatives and want to move beyond pilots into trustworthy production systems, I welcome thoughtful conversations.Key expertise and focus areas:• Artificial Intelligence (AI) and Data Science• Machine Learning and Deep Learning systems• Generative AI and Agentic AI• Retrieval-Augmented Generation (RAG)• Enterprise AI transformation and AI strategy• AI governance, AI risk management, and responsible AI• Production AI systems, MLOps, and AI platforms• Business strategy, stakeholder management, and technology leadership

Country

India

City

Bangalore Urban

Industry

Information Technology & Services

Skill

Agentic AI Strategy, Enterprise AI Transformation, Production AI Systems, Agentic AI, RAG architecture, Multi-agent systems, LLM Orchestration, AI guardrails, Human-in-the-Loop AI, Large Language Models (LLMs), Model Optimization and Fine Tuning, Machine Learning, Global Delivery, Algorithms, IT Business Strategy, Python (Programming Language), Strategic IT Management, Data Structures and Algorithms, System Architecture, Data Science

Experience

Founder (Enterprise AI & Data Science)

Fluid Innovation Labs Pvt Ltd (FIL)

2013-1 - Present · 13 yrs 9 mos

Bangalore,India

I lead enterprise AI transformation initiatives, guiding agentic AI from pilot to production-ready, auditable systems. Led, scaled, and operationalized 67+ production AI/ML systems across CV, NLP, predictive analytics, and agentic automation, delivering $15M+ business value Designed and governed multi-agent AI architectures (planner–retriever–validator–executor) to improve reliability, explainability, and post-deployment safety Built and evolved enterprise MLOps platforms (AWS, Docker, Jenkins, Kubernetes), reducing deployment cycles from weeks to days Delivered AI transformation programs for Fortune 500 clients across Financial Services, Healthcare, and Automotive Developed AI-driven incentive and analytics platforms integrated with Salesforce, improving conversion rates by 25%+

Consultant/Director - Program Management & Strategy

IT Entrepreneur/Senior Consultant

2010-7 - 2013-1 · 2 yrs 7 mos

Bangalore

Led program management and strategic technology initiatives, building scalable enterprise platforms that connected cloud systems, data, and real-world operations. Designed and launched a B2B e-commerce platform that modernized procurement workflows in India’s office-supplies market, supporting multi-vendor operations and large transaction volumes Built cloud-enabled IoT solutions, integrating Siemens PLCs with mobile and backend systems for industrial automation and monitoring Led cross-functional teams across engineering, product, and operations to deliver enterprise-grade platforms with high availability and scalability Established platform and integration architectures that later enabled data-driven and AI-powered extensions

Program Manager

Real Soft, Inc

2005-8 - 2009-6 · 3 yrs 11 mos

Led and governed delivery for a $2B+ AUM 401(k) platform for CitiStreet / ING Managed 80+ engineers across distributed teams, improving delivery velocity by 35% Owned $5M+ P&L, maintaining 15%+ margins through optimized offshore execution Drove agile transformation, achieving 94% client satisfaction

Development

IT Software Development

1995-8 - 2005-8 · 10 yrs 1 mo

UK, Singapore, Bangalore

FirstApex Technologies | HCL Perot Systems | Linc Software | Tescom | HAL | 1995 – 2005 Built strong foundations in enterprise software, financial systems, and global delivery. Delivered enterprise platforms for investment banking, public finance, and insurance clients (UBS Investment Banking, CPF Singapore) Gained early exposure to regulated, high-availability systems across Singapore, UK, and India Developed cross-functional and cross-cultural leadership skills that later scaled to global AI programs