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# Andre Chuabio

**Headline:** Founding AI Engineer \| M\.S Data Science \| Fordham \| UVA
**Profession:** Founding Engineer
**Location:** New York, New York, United States

## About

Andre Chuabio is the Founding AI Engineer at HelmIQ, where he builds the multi\-tenant foundation for an AI\-native CRM serving private equity and investment banking firms\. He is strongest in production AI systems, data science, transaction strategy, and the application of analytics to commercial and operational decisions\. At HelmIQ, Andre implemented per\-organization data models and dual\-write OAuth paths that onboarded multiple live clients, resolved a critical document\-upload outage while clients were active, and designed a vendor\-neutral letter\-delivery integration layer for U\.S\. and international markets\. Previously, at PALO IT, he developed production\-grade multi\-agent systems and MCP servers on Azure, helping move a live client AI product from proof of concept to MVP\. As an EY\-Parthenon Strategy and Transactions Intern, Andre supported end\-to\-end transaction strategy across private equity, media, and telecommunications, including buy\-side due diligence for a waste\-management acquisition\. He holds a B\.A\. in Economics with a minor in Data Science from the University of Virginia and an M\.S\. in Data Science with an AI concentration from Fordham University\. Andre has also competed internationally in youth Brazilian jiu\-jitsu, earning gold, silver, and bronze medals\.

## Services

- Azure Virtual Machines
- Legacy Modernization
- Private Equity
- Query Analyzer
- Data Science
- Keyword Analysis
- Due Diligence
- Computational Finance
- Mandarin
- Computer Literacy
- Training
- Operational Due Diligence
- Romance Languages
- Econometrics
- Strategic Data Analysis
- Applied Econometrics
- Mixed Martial Arts \(MMA\)
- Surfing
- Sentiment Analysis
- Decision Modeling

## Highlights

- Engineered the multi\-tenant foundation for HelmIQ’s AI\-native CRM for private equity and investment banking firms\.
- Implemented per\-organization data models and dual\-write OAuth paths at HelmIQ, onboarding multiple live clients\.
- Diagnosed and resolved a critical document\-upload outage at HelmIQ while clients were active, restoring service\.
- Architected a vendor\-neutral integration layer for customizable letter delivery across U\.S\. and international markets\.
- Developed production\-grade multi\-agent systems and MCP servers on Azure at PALO IT, helping transition a live client AI product from proof of concept to MVP\.
- Designed LangChain\- and MCP\-based agentic pipelines for data ingestion and API deployment supporting autonomous workflows at PALO IT\.
- Improved reliability in client\-facing AI applications through prompt engineering and system debugging at PALO IT\.
- Executed end\-to\-end transaction\-strategy work at EY\-Parthenon across private equity, media, and telecommunications\.
- Completed commercial buy\-side due diligence for a waste\-management acquisition, including sell\-side financial\-model reliability analysis, competitive benchmarking, and identification of value\-creation opportunities\.
- Formulated data\-analytics use cases and a network\-planning strategy for a business\-development team in the telecommunications, media, and technology sector\.
- Won gold at the Pan Asian BJJ Championships in Manila, Bangkok Open in Thailand, Singapore Invitational, and Malaysian Open\.
- Won silver at the Pan Asian BJJ Championships in Manila and Bangkok Open in Thailand\.
- Won bronze at the Pan Kids IBJJF World Championships in Los Angeles\.
- Placed sixth at the Abu Dhabi World Youth Jiu\-Jitsu Championship\.

## Experience

- **Founding Engineer at HelmIQ** (2026\-07\-01–present) — Engineered a multi\-tenant foundation for an AI\-native CRM, enhancing scalability for private equity and investment banking firms\. • Implemented per\-organization data models and dual\-write OAuth paths, successfully onboarding multiple live clients\. • Diagnosed and resolved a critical document\-upload outage, restoring service while clients were active\. • Architected a vendor\-neutral integration layer for customizable letter delivery across US and international markets\.
- **Data Science / AI Intern at PALO IT** (2025\-05\-01–2025\-08\-01) — Developed production\-grade multi\-agent systems and MCP servers on Azure, transitioning a live client AI product from POC to MVP\. • Designed agentic pipelines using LangChain and MCP, facilitating data ingestion and deployment of APIs for autonomous workflows\. • Enhanced agent capabilities through prompt engineering and system debugging, increasing reliability in client\-facing AI applications\.
- **Strategy and Transactions Intern at EY\-Parthenon** (2023\-06\-01–2023\-08\-01) — Strategy consulting • Execution of end\-to\-end Transaction strategy in the Private Equity, Media and Telecommunications verticals\. • Completed commercial buy\-side due diligence for a waste management acquisition by analyzing sell\-side financial model reliability, competitive benchmarking, and identifying value creation opportunities • Formulated use cases and strategy for network planning with data analytics for a business development team in the T\.M\.T sector
- **Youth Athlete at Evolve MMA** (2013\-10\-01–2017\-04\-01) — Competed and medaled in numerous international tournaments in cities such as Bangkok, Manila, Abu Dhabi and Los Angeles\. • Gold Medal:  Pan Asian BJJ Championships \(Manila\), Bangkok Open \(Thailand\), Singapore Invitational \(Singapore\) and the Malaysian Open \(Malaysia\) • Silver Medal:  Pan Asian BJJ Championships \(Manila\) and Bangkok Open \(Thailand\) • Bronze Medal:   Pan kids IBJJF World Championships in Los Angeles • 6th Place:  Abu Dhabi World Youth Jiu\-Jitsu Championship

## Education

- Master of Science \- MS, Data Science, AI Concentration — Fordham University Graduate School of Arts and Sciences (2024\-07\-01–2026\-05\-01)
- Bachelor of Arts \- BA, Economics / Minor in Data Science — University of Virginia (2019\-08\-01–2024\-05\-01)
- St\. Joseph’s Institution International (2012\-01\-01–2017\-01\-01)

## FAQ

### What does Andre do now?

Andre is the Founding AI Engineer at HelmIQ\. He engineers the multi\-tenant foundation for an AI\-native CRM designed for private equity and investment banking firms\.

### What are Andre’s core professional strengths?

Andre’s work spans production AI systems, multi\-agent architectures, MCP servers, Azure, data science, transaction strategy, due diligence, and analytics\-driven planning\. His skills also include private equity, operational due diligence, computational finance, econometrics, applied econometrics, strategic data analysis, decision modeling, sentiment analysis, keyword analysis, query analysis, legacy modernization, Azure Virtual Machines, and computer literacy\.

### What has Andre accomplished at HelmIQ?

At HelmIQ, Andre engineered a multi\-tenant foundation for an AI\-native CRM\. He implemented per\-organization data models and dual\-write OAuth paths that onboarded multiple live clients, restored service during a critical document\-upload outage while clients were active, and architected a vendor\-neutral integration layer for customizable letter delivery across U\.S\. and international markets\.

### What did Andre accomplish at PALO IT?

At PALO IT, Andre developed production\-grade multi\-agent systems and MCP servers on Azure, transitioning a live client AI product from proof of concept to MVP\. He designed agentic pipelines using LangChain and MCP for data ingestion and API deployment supporting autonomous workflows, and improved client\-facing AI reliability through prompt engineering and system debugging\.

### What did Andre do at EY\-Parthenon?

At EY\-Parthenon, Andre supported end\-to\-end transaction strategy in private equity, media, and telecommunications\. He completed commercial buy\-side due diligence for a waste\-management acquisition by assessing the reliability of a sell\-side financial model, conducting competitive benchmarking, and identifying value\-creation opportunities\. He also formulated data\-analytics use cases and a network\-planning strategy for a business\-development team in telecommunications, media, and technology\.

### What is Andre’s educational background?

Andre earned a Master of Science in Data Science with an AI concentration from Fordham University Graduate School of Arts and Sciences\. He also earned a Bachelor of Arts in Economics with a minor in Data Science from the University of Virginia, and attended St\. Joseph’s Institution International\.

### What languages does Andre list?

Andre lists Mandarin and Romance languages among his skills\.

### What is Andre’s athletic background?

Andre competed as a youth athlete with Evolve MMA and medaled in international tournaments in Bangkok, Manila, Abu Dhabi, and Los Angeles\. His interests and skills also include mixed martial arts and surfing\.

### What Brazilian jiu\-jitsu results has Andre achieved?

Andre won gold medals at the Pan Asian BJJ Championships in Manila, the Bangkok Open in Thailand, the Singapore Invitational, and the Malaysian Open\. He won silver medals at the Pan Asian BJJ Championships in Manila and the Bangkok Open in Thailand, earned bronze at the Pan Kids IBJJF World Championships in Los Angeles, and placed sixth at the Abu Dhabi World Youth Jiu\-Jitsu Championship\.

### What opportunities is Andre interested in pursuing?

Andre has expressed interest in pursuing live sales roles as a next career step\.

## Links

- LinkedIn: https://www\.linkedin\.com/in/andre\-chuabio

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