Ayesha Y.

Need AI to do real business work, not just answer chat prompts? I build LLM automation systems that run at scale, check their own output and deliver finished, usable documents. With 10+ years of Python experience, I specialize in turning manual, high-volume processes into monitored, scheduled and auditable AI-driven systems. What I build LLM workflow automation: multi-provider orchestration across Microsoft Copilot, Google Gemini and Azure OpenAI, with advanced prompt engineering and structured response parsing AI report and document generation: research reports produced in bulk and delivered as branded Word documents, with results written back to SQL Server Quality-gated AI pipelines: automated checks that catch truncated or invalid output and re-run failures automatically Multi-account quota management: when one account hits its limit, the run continues on the next, so large batches finish unattended AI-powered data extraction: PDFs, business documents and licensed APIs turned into structured, decision-ready data Playwright automation, dashboards and web apps: Flask, FastAPI and Streamlit around the AI layer, with scheduled runs and email or Teams notifications Results AI report generation cut from 5–6 minutes to ~90 seconds per file (500 reports in a 6-hour window) Zero empty reports after a prompt refactor, validated on a 50-file QA run 19,000 documents processed in under 30 minutes, replacing a multi-day manual process Record matching up 92% (6,000 to 11,500) and QA accuracy raised from 95% to 100% How I work You get documented, maintainable code with logging, notifications and secure secrets handling, not one-off scripts. I own the full stack: data collection, processing, storage, web interface, deployment and support. I work comfortably across US and European time zones. Send me the process you want to hand over to AI, and I’ll reply with how I’d approach it. Skills tags: LLM Prompt Engineering, AI Automation, Microsoft Copilot, Google Gemini, Azure OpenAI, Python, Playwright, Data Extraction, ETL, API Integration, SQL, Automation