06/08/2026 updated
100 % available
Tamil-English Translator & AI Annotation Specialist | 30 Years Domain Expertise
Tiruppathur, India
Only remote
Bachelor of Commerce (B.Com) — Loyola College, Chennai, 1993Language TranslationTranscription (Service)TamilAnnotations
AI Evaluation & Hallucination Detection
Expertise in Tamil AI output verification, hallucination documentation, error classification, and bias identification. Systematic verification methodology applied across multiple AI platforms, producing reproducible evidence-based reports.
Bilingual Tamil-English Data Quality
Full native fluency in Tamil and English (read, write, speak). Evaluation of Tamil language outputs for accuracy, cultural appropriateness, and factual consistency, including identification of transliteration errors, geographic data failures, and cultural context gaps.
Financial Analysis & Compliance
30 years of structured analytical experience in high-stakes corporate finance environments. Application of structured analytical frameworks to financial compliance, audit, and risk detection across international operations.
Red Teaming & Adversarial AI Testing
Independent probing of AI models for Tamil data failures, with documented reproducible attack cases and evidence PDFs. Development and execution of adversarial campaigns targeting AI industry decision-makers.
Structured Reporting & Documentation
Production of clear, structured reports on AI failures for both technical and non-technical audiences. Cross-border documentation workflows and systematic verification habits applicable to AI data quality work.
Export Operations & International Procurement
Management of a $5M+ annual revenue export portfolio in a zero-error-tolerance environment. International procurement from Germany, Austria, Spain, and Italy in a multilingual business environment.
Internal Auditing & Accounts Management
Internal auditing, BRS, administration, and systematic error-checking and documentation. Full financial accounts control with direct reporting to proprietor.
Computer Applications
Diploma in Computer Applications from Computer Aalaya / HRD Ministry, India. Proficiency in text-based and digital workflows supporting remote, asynchronous work environments.
Expertise in Tamil AI output verification, hallucination documentation, error classification, and bias identification. Systematic verification methodology applied across multiple AI platforms, producing reproducible evidence-based reports.
Bilingual Tamil-English Data Quality
Full native fluency in Tamil and English (read, write, speak). Evaluation of Tamil language outputs for accuracy, cultural appropriateness, and factual consistency, including identification of transliteration errors, geographic data failures, and cultural context gaps.
Financial Analysis & Compliance
30 years of structured analytical experience in high-stakes corporate finance environments. Application of structured analytical frameworks to financial compliance, audit, and risk detection across international operations.
Red Teaming & Adversarial AI Testing
Independent probing of AI models for Tamil data failures, with documented reproducible attack cases and evidence PDFs. Development and execution of adversarial campaigns targeting AI industry decision-makers.
Structured Reporting & Documentation
Production of clear, structured reports on AI failures for both technical and non-technical audiences. Cross-border documentation workflows and systematic verification habits applicable to AI data quality work.
Export Operations & International Procurement
Management of a $5M+ annual revenue export portfolio in a zero-error-tolerance environment. International procurement from Germany, Austria, Spain, and Italy in a multilingual business environment.
Internal Auditing & Accounts Management
Internal auditing, BRS, administration, and systematic error-checking and documentation. Full financial accounts control with direct reporting to proprietor.
Computer Applications
Diploma in Computer Applications from Computer Aalaya / HRD Ministry, India. Proficiency in text-based and digital workflows supporting remote, asynchronous work environments.
Experience
Professional experience0 - 5 years
Freelancer since2024
Languages
EnglishNative speaker
Project history
Identified and documented Tamil AI hallucinations in real-time. Published structured AI failure reports on LinkedIn with 1,700+ weekly impressions and 253% week-on-week growth, reaching 828+ members. Developed adversarial campaigns on human authority over AI systems. Applied systematic verification methodology and evaluated Tamil language outputs for accuracy, cultural appropriateness, and factual consistency across multiple AI platforms.
Independently managed a $5M+ annual revenue export portfolio in a high-stakes, zero-error-tolerance environment. Applied structured analytical frameworks to financial compliance, audit, and risk detection across international operations. Directed cross-border documentation workflows and reported directly to US-based Chairman.
Managed international procurement from Germany, Austria, Spain, and Italy in a multilingual business environment. Full financial accounts control with direct reporting to proprietor and structured, independent decision-making.