Skip to content
Portrait of Uma Ajay Kumar Reddy P S

About

CTO & AI/ML engineer focused on measurable outcomes.

CTO and senior AI/ML engineer with 5+ years of experience building production systems across fintech, legal, healthcare, and SaaS. Proven track record architecting LLM/RAG pipelines, agentic workflows, high-throughput FastAPI backends, and Kubernetes deployments. Founder of Syncrocore and technology leader at Payism Global, with deep expertise in GenAI infrastructure, cloud architecture, and engineering team leadership.

I build systems that move the needle. Over the last 5+ years I have led engineering and AI initiatives across fintech, legal tech, healthcare, and SaaS — delivering LLM/RAG pipelines, agentic workflows, high-throughput FastAPI backends, and cloud-native infrastructure that scales.

As CTO at Payism Global, I architected AI-driven transaction routing and real-time fraud detection that improved success rates by 15%, and implemented Kubernetes, AWS, and CI/CD workflows that increased release velocity by 40%. At Legal Soft, I designed hybrid RAG systems for legal-document processing and fine-tuned LLaMA/Mistral models on proprietary data. Through Syncrocore, I advise enterprises on turning unstructured data into reliable AI products.

My approach is simple: clean architecture, observable systems, and teams that ship fast without breaking trust. Whether I am leading a 15-person engineering org or advising founders, I optimize for outcomes that show up in the business.

Impact at a Glance04

5+

Years shipping production AI & full-stack systems

15%

Improvement in transaction success rates via AI routing

40%

Faster release velocity through CI/CD & Kubernetes

6 mo

Reduction in time-to-market for platform launches

Technical Skills04

GenAI & ML

  • LLMs, RAG, NLP
  • Transformers & Fine-tuning
  • Embeddings & Hybrid Search
  • PyTorch · TensorFlow · HF

AI Frameworks

  • LangChain · LangGraph
  • LlamaIndex · OpenAI API
  • FAISS · Pinecone
  • Tool / Function Calling

Backend & Cloud

  • Python · FastAPI · Django
  • Node.js · NestJS · Express
  • AWS · Azure · Kubernetes
  • Docker · CI/CD · Jenkins

Frontend & Data

  • React · Next.js · Angular
  • Vue · TypeScript
  • PostgreSQL · Mongo · Supabase
  • Pandas · NumPy · ETL

Experience Snapshot07

Chief Technology Officer · Payism Global

Jan 2025 — Present

Define the technology roadmap, architecture, and security practices for a global payments platform.

Senior AI Lead Developer · Legal Soft

Aug 2024 — Present

Architect hybrid RAG systems combining vector and keyword retrieval for legal-document processing and litigation research.

Senior Software Engineer · MedVirtual

Sep 2024 — Apr 2026

Developed healthcare applications using LLMs, RAG, NLP, and transformer models for clinical text classification, entity extraction, and analytics.

Founder & Chief Executive Officer · Syncrocore

Dec 2024 — Present

Lead an AI consulting and development firm delivering LLM, RAG, automation, and multi-tenant SaaS systems.

Technology Officer — Culinary Analytics · Culinary Analytics

Sep 2024 — Present

Translate business requirements into technical roadmaps and microservices architectures for a data-driven analytics platform.