Vikas M.

I build AI systems that hold up in production. Agents, assistants, chatbots, and RAG pipelines that real users depend on.

Getting a demo working is easy now. Making it reliable, fast, and cheap enough to put in front of real users is the hard part, and that’s the work I do.

20+ years building at scale, including senior engineering roles at Amazon and Meta. Today I work with founders and small teams as a fractional CTO and as the engineer actually writing the code. I help startups and businesses build AI-powered SaaS products, automate business/ operations workflows, and integrate AI into their applications so they launch faster and scale with confidence.

With deep roots in ERP, CRM, and API integration, I don't just wire up AI demos I build reliable systems that connect to the tools your business already runs on.

Depending on what you need, I work as the developer building it, the architect designing it, or the consultant telling you what to build first.

What i can help you with
Workflow and Business Automation - production pipelines with real error handling
AI Agents & AI Integrations - OpenAI, Claude, Gemini
AI SaaS & MVP Development - idea to launch
Next.js, React, Python & TypeScript - modern, scalable front-ends
API Integrations - ERP, CRM, and third-party systems
Supabase, Stripe & Authentication

Recent work

Retrieval Augmented Generation (RAG) over large document sets for a HIPAA-compliant medical information product. Sub-400ms retrieval across 80,000 clinical documents.

AI agent systems automating multi-step research, reporting, and decision workflows for a financial services product.

Computer vision pipelines for image and video analysis inside a GDPR and SOC 2 compliant enterprise workflow engine.

End-to-end LLM platforms with real users, persistent memory, and structured outputs.

Full-stack AI applications on Next.js, Node.js, Python, and AWS.

How I work

I start with system design, not code. You get a clear architecture, an honest read on what will and won’t work, and a build that someone else can maintain after I’m gone. I care about latency and token cost because those decide whether your product has margins. Direct communication, fast iteration, no surprises.