Ayush S.

I help businesses connect AI with the tools they already use documents, CRMs, email, databases and internal APIs to reduce manual work and improve decision making. My background combines 4,500+ hours on Upwork, AI data and model-evaluation work, chatbot and content workflows, web development and client facing delivery. My current specialization is practical AI automation and integration. I can help with: • AI workflow discovery and implementation roadmaps • LLM and RAG knowledge assistants • Agentic workflows using LangGraph and LangChain • MCP server, tool, and API integrations • n8n workflow automation for CRMs, email, databases and business systems • AI research, synthesis, competitive intelligence and executive reporting • Chatbot and internal AI assistant development • Human-in-the-loop approvals, evaluation, monitoring and error handling • Docker, API development, deployment, and production support I focus on useful, measurable systems not experimental chatbots. Each solution should have a clear business outcome, reliable integrations, appropriate security and a practical path to production. If you need to turn an AI idea into a working workflow or implementation plan, send me your current process, tools and desired outcome.