AI RAG Project Manager · Reputech
Coordinate RAG knowledge-system projects, translating business requirements into ingestion, metadata, and answer-quality workflows.
Precision in the details.
Perspective across systems.
My work lives where data quality, AI evaluation, and operations meet. I review ambiguous information, identify risk patterns, and build workflows that make repetitive work easier to manage.
My background spans regulatory annotation, Japanese content moderation, phishing review, and geospatial data research. I combine judgment-driven review with practical automation, API integrations, and self-hosted tools.
Recently, I’ve been working as an AI RAG Project Manager, focusing on spatial data, RAG quality, metadata enrichment, and place-based knowledge.
Work that shapes my approach.
GIS Data Specialist · SummAI
Researched and validated geospatial datasets, organized location information, and supported address accuracy.
Data Specialist · ControlD
Reviewed websites and domains, checked AI-assisted classifications, and supported filtering and threat intelligence datasets.
AI Output Evaluation · AI Evaluation Projects
Reviewed AI outputs for accuracy and quality across evaluation projects.
Data Annotation Specialist · Blowfish
Classified dApp websites and phishing or scam patterns for blockchain security workflows.
Data Annotation Associate · Compliance.ai
Annotated regulatory documents and validated datasets for compliance-related machine learning.
Japanese Content Moderator · Conectys
Reviewed Japanese content, supported fraud checks, and collaborated with quality assurance teams.
Systems, workflows,
and explorations.
01ONGOING EXPLORATION
RAG quality & context
Exploring source-grounded answers, ingestion quality, and metadata enrichment for useful knowledge systems.
My contribution +
Working on evaluation criteria and understanding how ingestion and metadata affect answer quality. This is an exploration rather than a finished product.
02COMPLETED WORKFLOW
PYC Registration & Payment Automation
Designed a centralized dashboard for registration tracking, payment reconciliation, confirmations, and operational follow-up.
My contribution +
Built and organized a practical operations view for monitoring registrants, confirmations, payments, references, and follow-up tasks.
Spatial data.
03PROFESSIONAL EXPERIENCE
Spatial data workflows
Researching and validating location datasets, organizing addresses, and supporting reliable geospatial information.
My contribution +
Researched and validated mapping data, processed address information, and used spreadsheets and mapping tools to organize datasets.
04STANDALONE PROJECT
prixial.xyz ↗
A context-aware spatial intelligence platform connecting intent, knowledge, environment, and place.
Project note +
Shown as a standalone spatial data project, separate from the selected work above.
Affiliated agency
05AFFILIATED AGENCY
rootinize.team ↗
An affiliated agency for practical automation, data workflows, and AI-enabled systems.
Let’s solve something
worth getting right.
For AI data operations, evaluation, workflow automation, or spatial data collaboration.
Start a conversation ↗