AI/ML & Generative AI Solutions Architect
Architecting AI systems that ship to production.
Technical architect with 20+ years of experience architecting and delivering secure, scalable enterprise platforms, now specializing in AI/ML and generative AI: agentic AI, RAG, intelligent document processing and AWS cloud architecture.
What I do
I build AI systems end to end, prove new ideas with AI-coded POCs in 1–2 weeks, and review, restructure and tune the systems you already run.
Have an idea to test? Get a working AI proof of concept on your data in 1–2 weeks.
Start a POC enquirySelected work
SaaS company, Singapore
Role AI architect
OCR extraction combined with LLM processing turns unstructured documents into structured, schema-conformant data with LLM-driven classification, deployed to isolated per-client AWS accounts.
AgTech company, Australia
Role ML architect and model engineer
Two-stage vision pipeline for poultry and livestock: YOLO detection localises animals, then ResNet classifies disease, weight and breed. Trained on IoT and CCTV data and shipped to mobile and web apps.
Consumer AI startup, Singapore
Role Contributing architect
LLM Q&A pipelines with tool calling, conversational memory and RAG over a predictions knowledge base, answering natively in Tamil, Hindi, Telugu, Malayalam and English, with credit-based billing.
Career
Mar 2025 – Present 1 yr 8 mo Now
Independent consultant
Agents, RAG and vision systems for SaaS and AgTech ventures
Dec 2023 – Feb 2025 1 yr 3 mo
Large IT services provider, Singapore
Public sector and aviation platforms
Oct 2019 – Dec 2023 4 yrs 3 mo
Global SaaS company, Singapore
Multi-tenant SaaS and blockchain coupon platforms
Jul 2018 – Sep 2019 1 yr 3 mo
Government technology agency, Singapore
Government procurement and approval systems
Jan 2017 – Jun 2018 1 yr 6 mo
Telecommunications provider, Singapore
Telecom account planning and task automation
Mar 2013 – Dec 2016 3 yrs 10 mo
Software consultancy, Singapore
SaaS products for clients in the UK, Europe and Asia
2000 – 2013 Earlier career: embedded systems, cybersecurity and enterprise platforms
FAQ
Gokulakrishnan R (Goku) is an AI/ML and generative AI solutions architect in Singapore with 20+ years of experience. He designs and builds agentic AI, RAG and LLM systems for production, and reviews, restructures and tunes the AI and cloud platforms teams already run.
Usually within one to two weeks. The work starts from a written spec, AI coding agents write the code, and every change is reviewed and checked with tests and evals, so the POC runs on your own data.
LangChain, LlamaIndex, Semantic Kernel, CrewAI and PydanticAI for agents; Pinecone, pgvector and Neo4j for retrieval; MCP servers for tools; and AWS Bedrock, Azure AI Foundry, OpenAI, Anthropic and Gemini for models.
AI proofs of concept, agentic AI and RAG builds, document AI and computer vision, architecture reviews, modernization of monoliths to microservices or serverless, LLM cost and performance tuning, AI-assisted engineering for teams, and code review and tech-debt audits.
Send a short brief through the enquiry form on the contact page. You will get a follow-up by email or a WhatsApp call, then a POC scope or proposal with timeline and next steps.
Tell me about the problem, the data you have and your timeline. I reply to every message.