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Ankur Kumar

@ankurkumar8

AI Engineer at Elevation AI who built PitchBook automation with 90%+ extraction success and cut research reports to under two minutes.

India

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At Elevation AI, I engineered the PitchBook AI Automation Agent, an enterprise research platform that achieved 90%+ extraction success and processed full company reports in under two minutes. I also built an MCP-compliant server so external AI agents could execute PitchBook workflows.

I developed AI agents, RAG pipelines, and production applications across projects including a brand voice platform and an AI travel planner. At Webin Infosoft Pvt. Ltd., I built and fine-tuned ML/NLP pipelines for sentiment analysis, topic modeling, and text classification.

Experience

Work history, roles, and key accomplishments

AI Engineer

Elevation AI

Nov 2025 - Aug 2026 (9 months)

Engineered enterprise AI research platforms and automation agents, achieving high extraction success rates and significant efficiency gains. Developed MCP-compliant servers, observability platforms, and real-time marketplaces.

fastAPI Playwright MCP Gemini Instructor GuardRails GCP SQLite CDP React Native NodeJS Redis Socket.IO Stripe Lang Chain ChromaDB PyTorch Hugging Face QLoRA Langfuse Ragas

Data Scientist

Webin Infosoft Pvt. Ltd.

Oct 2023 - Nov 2025 (2 years 1 month)

Built and fine-tuned predictive ML/NLP pipelines, performed data cleaning and feature engineering on large datasets, and designed workflow automation pipelines.