Hi, I'm

Boting Guo.

AI Implementation & Business Automation

Chongqing, China · Exploring international opportunities

A brief introduction

About me.

Practical AI.
Built around real work.

I connect business needs with AI workflows, Python automation, APIs and internal tools — then support delivery and ongoing maintenance.

My experience is in education technology and operations. I'm exploring international roles in AI implementation and business automation.

Outside work: personal AI research projects and video-editing experiments.

My background

Work &
education.

Technical Supervisor

Lanjing Education · AI implementation & automation · Chongqing

Dec 2023 — Present

Employment since December 2023 · Technical Supervisor is my current role

Automation: Built and maintained scheduling, student onboarding, lesson monitoring and reminder workflows.
Applied AI: Connected sales conversations and voice data to transcription, AI assessment and reporting.
Delivery: Coordinated requirements and integrations with business colleagues, Java engineers and external AI teams.

March — October 2024

ClassIn automation. Developed operations workflows; replaced two RPA scheduling steps with APIs in October.

February — March 2025

Conversation analysis. Built the chat-download and AI-analysis workflow, then delivered version 2.0.

January 2026

Voice-to-report pipeline. Extended analysis to collection, transcription, AI assessment and frontend reporting.

International Marketing Intern

MakeID · Creator Outreach · Chongqing

May — Aug 2023

Supported overseas promotion for Jingjing Youtiao, a MakeID subsidiary: creator research, outreach, collaboration proposals and follow-up. Used ChatGPT in day-to-day marketing work.

Study & qualifications

Education.

From mathematics in Canada to an English degree in China.

Sep 2018 — Jun 2020 · Canada

University of Calgary

Mathematics studies · Grade: 3.8/4.0

Coursework, no degree awarded.
Returned to China during the pandemic.

Sep 2020 — Apr 2024 · China

Sichuan International Studies University

Bachelor's degree in English · Grade: 87/100

Self-taught Higher Education Examination program.
Graduated April 2024.

2022: Junior college credential obtained.

Selected delivery work

Projects.

Education operations automation

ClassIn workflows covering scheduling, onboarding and lesson monitoring, maintained through platform changes.

Python · API integration · Yingdao RPA

My role & delivery notes

Developed and maintained the workflows. In October 2024, replaced two RPA steps with APIs: adding advisors to lesson sessions and configuring teaching services.

Conversation & voice analysis

A workflow connecting chat and voice collection to transcription, structured AI analysis and frontend reporting.

LLM workflows · Transcription · System integration

My role & delivery notes

Built the chat-download and analysis workflow in February 2025; iterated version 2.0 in March and extended it to voice data in January 2026. Participated in project discussions with Sangfor's AI team.

IELTS content delivery

Speaking-content customization and repeatable service delivery, with automated initial-version content updates.

Content systems · Workflow automation

My role & delivery notes

Supported customization and service delivery; completed automated updates for the initial content version in May 2025.

Practical applications

AI tools &
workflows.

How I use AI, not just which tools I know.

Codex & ChatGPT

Regular use

AI-assisted codebase exploration, development, debugging and documentation. I use AI to work through implementation and maintenance tasks, then check the result in the running system. ChatGPT use dates back to marketing work in 2023.

Example: this portfolio ↑

Dify

Internal tool implementation

Low-code AI workflow setup, tool and API integration, version maintenance and collaboration on internal business tools.

Application context

Education operations: internal AI tools and workflows shared with colleagues in Beijing, including MCP tool integration and ongoing platform maintenance.

Coze

Workflow development

Content-processing workflows that turn social-content links into extracted material, rewritten content and candidate titles.

Application context

Built a content workflow in October 2024 for short-video and Xiaohongshu links, covering cover-image and content extraction, rewriting and title generation.

LLM & transcription workflows

Business application

Connect conversation and voice collection to transcription, structured AI analysis and frontend reporting. My focus is the complete workflow and its integration with everyday operations. Additional RAG work covers knowledge-base preparation, retrieval architecture and workflow validation.

View conversation & voice project ↑

Tools & approach

Capabilities.

Automation: Python scripting, API integration, Yingdao RPA, ClassIn and WPS APIs
AI workflows: Dify, Coze, MCP integration, RAG knowledge-base development, LLM analysis and transcription
Delivery: Requirements, workflow design, cross-team coordination, maintenance, documentation and basic video editing

Communication

Languages.

Japanese: JLPT N3 levelConversational · Everyday communication
English: Business communication · English degree and overseas studies in Calgary.
Chinese: Mandarin · Native