Open to opportunities

Agung Prawoto

@agungprawoto

Freelance data quality & AI data reviewer specializing in validating LLM and Speech-to-Speech outputs for reliable conversational AI.

Indonesia

Message

What I'm looking for

I’m looking for work where I can own data quality and AI evaluation end-to-end—auditing datasets, verifying consistency, and supporting conversational AI with audit-ready, reliable outputs and clear project guidelines.

I’m a detail-oriented Freelance Data Annotator and Quality Assurance specialist focused on evaluating AI model responses. I audit and validate datasets generated by LLMs and Speech-to-Speech (S2S) models, and I assess system responses across utility, audio quality, naturalness & engagement, and aesthetics to ensure alignment with strict project guidelines.

In addition, I’ve built and improved data pipelines and audit-ready datasets through rigorous validation, reconciliation, cleansing, and test-case design. From sentiment analysis work using NLP techniques to automating reporting workflows and handling document tracking, I consistently aim to deliver accurate, consistent, and compliance-ready data that supports the development of high-quality conversational AI.

Experience

Work history, roles, and key accomplishments

Current

AI Data Reviewer & Specialist

Current

Outlier AI / Remotasks

Jun 2026 - Present (1 month)

Conducts freeform red-teaming to test model calibration and resists grounding on fabricated premises. Audits and validates LLM and Speech-to-Speech (S2S) datasets and evaluates responses across utility, audio quality, naturalness, engagement, and aesthetics.

Freeform Red Teaming Hallucination Fishing Speech To Speech (S2S) Evaluation Response Scoring (Utility)Audio Quality Evaluation Naturalness & Engagement Evaluation Aesthetics Evaluation Turn Taking Violation Detection Anthropomorphism Detection

Document Controll

PT Inovasi Data Pratama (IDP)

Jan 2026 - Jun 2026 (5 months)

Monitored and enforced project timelines for documentation deliverables and maintained master document registers and RFI logs. Streamlined end-to-end transmission of project documentation and ensured official communication and template-compliant publishing.

Document Registers Comment Traceability

Quality Data Engingeer

PT Agri Tekno Karya (HARA)

Apr 2024 - Apr 2025 (1 year)

Validated and audited data intake systems to ensure documentation accuracy, completeness, consistency, and reliability. Designed test cases to verify data flow integrity and investigated data anomalies and logic errors before publication or deployment.

Data Auditing Data Anomalies Logic Error Documentation Data Reconciliation

Data Engineer

PT Mediatrac Sistem Komunikasi (Dattabot)

Jul 2023 - May 2024 (10 months)

Implemented and optimized data pipelines to support analysis and reporting. Developed automated workflows for business reporting and document tracking, integrated documentation data across multiple sources, and prepared datasets through cleansing, formatting, and transformation for audit-ready use.

Data Automation Report Automation CSV SQL Databases Formatting data transformation

Data Analytics Intern

PT Pegadaian

Jun 2022 - Apr 2023 (10 months)

Conducted sentiment analysis on customer reviews using NLP to identify feedback trends and actionable insights. Performed data preprocessing and transformation for analysis and machine learning workflows and analyzed large datasets to extract patterns and business insights.

Sentiment Analysis Natural Language Processing (NLP)data preprocessing Data Cleansing data transformation Trend Analysis