# Sigao Li

> AI Product Manager at Ebest Mobile (Shanghai), with a geospatial analysis background
> (Toronto Metropolitan University) and an MSc in Business Analytics (University of Bristol).
> Director of GISource at GISphere. From maps to models, and the products in between.

Contact: sigao.li@outlook.com · GitHub: https://github.com/SigaoLi · LinkedIn: https://www.linkedin.com/in/sigao-li
Machine-readable resume: https://sigaoli.com/resume.json
Full site content in one file: https://sigaoli.com/llms-full.txt
中文版站点: https://sigaoli.com/zh/

## AI interfaces (interactive)

- MCP server (Streamable HTTP, no auth): https://api.sigaoli.com/mcp — tools: get_profile, list_experience, get_case_study. Server card: https://sigaoli.com/.well-known/mcp.json
- Chat about Sigao (SSE, POST {lang, messages}): https://api.sigaoli.com/chat — also available as a widget on every page
- Knowledge pack behind both (JSON, bilingual): https://sigaoli.com/knowledge.json

## Case studies (what he has built)

- [Intelligent Email Agent](https://sigaoli.com/work/email-agent/): An LLM email copilot living in Feishu — summaries, translations, replies and memory in one interactive card. (2026)
- [GISphere LLM Analysis](https://sigaoli.com/work/gisphere-llm/): A multimodal LLM system that reads webpages, PDFs and screenshots to structure the world's GIS academic opportunities. (2026, GISphere (GIS-Info))
- [GISphere Data Platform](https://sigaoli.com/work/gisphere-platform/): From automation pipeline to BI dashboards and team KPIs — an end-to-end data product for a global volunteer organization. (2025–2026, GISphere)
- [ESG Report Intelligence](https://sigaoli.com/work/csr-scraper/): A local-LLM scraping system that finds, validates and analyzes corporate sustainability reports — air-gapped, on consumer hardware. (2025, University of Bristol (Research Assistant))
- [AI Financial Analysis Portal](https://sigaoli.com/work/ibm-finance/): Upload an annual report, get SWOT, MOST and PESTLE analyses with sentiment — built with IBM. (2025, IBM × University of Bristol)

## Research interests

- [Business Geography](https://sigaoli.com/work/#research): How demographic factors, market demand and spatial competition shape retail strategy — from ethnic retail in Toronto to Lowe's exit from Canada.
- [Crime Analysis](https://sigaoli.com/work/#research): Hotspot mapping and homicide pattern analysis for evidence-based policing — including a CCA President's Prize-winning map.
- [Environmental Monitoring](https://sigaoli.com/work/#research): Deep learning on satellite imagery for disaster detection and response.
- [Public Health](https://sigaoli.com/work/#research): Spatial analysis of health outcomes — from the MAUP in Ontario health data to how local politics shape care home quality in England.
- [Quantitative Finance](https://sigaoli.com/work/#research): Transformers, genetic algorithms and streaming ML for financial prediction — from stock prices to real-time fraud detection.
- [Web Analytics](https://sigaoli.com/work/#research): Turning unstructured user-generated content into strategic business intelligence via multimodal sentiment analysis and dynamic topic modelling.

## Pages

- [Home](https://sigaoli.com/): identity, career narrative, selected work
- [Work](https://sigaoli.com/work/): all case studies, research and project index
- [CV](https://sigaoli.com/cv/): full curriculum vitae (PDF: https://sigaoli.com/files/pdf/CV__Sigao_Li.pdf)
- [Through My Lens](https://sigaoli.com/photography/): travel photography across 6 countries

## Current role

AI Product Manager at Ebest Mobile, Shanghai, China, since 2026-04.