Omkumar Solanki

Artificial Intelligence Consultant @Harikrushna Software Developers

Oakville, ON, CA

Lead end-to-end architecture and implementation of AI and LLM-powered systems for early- and mid-stage startups, from problem definition through production deployment• Design advanced LLM solutions including Retrieval-Augmented Generation (RAG), multi-agent workflows, tool-calling pipelines, prompt orchestration, and structured output validation• Architect scalable cloud-native AI platforms on AWS using services such as Lambda, ECS, EC2, S3, RDS, DynamoDB, IAM, CloudWatch, and API Gateway• Build and maintain secure, high-performance backend services and APIs using modern software engineering patterns (clean architecture, modular services, versioned APIs)• Design data ingestion and preprocessing pipelines for structured and unstructured data including documents, logs, audio, and images• Implement vector search and semantic retrieval systems using embedding models and vector databases, optimized for latency and relevance• Optimize LLM systems for production constraints including cost control, caching strategies, batching, fallback logic, and rate-limit handling• Establish evaluation frameworks for LLM accuracy, hallucination reduction, prompt regression testing, and model performance benchmarking• Implement security, access control, and compliance best practices including IAM role design, secrets management, and secure data handling• Design monitoring and observability pipelines to track system health, model behavior, latency, error rates, and user interactions• Collaborate closely with founders, product managers, and engineering teams to align AI capabilities with product vision and business outcomes• Guide teams on AI build-vs-buy decisions, model selection strategies, and long-term system scalability• Mentor engineers and technical founders on best practices in LLM architecture, cloud deployment, and maintainable software design• Support startups through pilot launches, customer demos, and production rollouts with enterprise-ready AI systems

Vatsalya International School

High School

Sheridan College

Bachelor of Applied Science - BASc, Artificial Intelligence