Mitra T

AI Systems Architect and advisor with 10+ years of experience building machine learning systems and LLM-driven applications in complex, real-world environments. Proven ability to translate data into actionable insights and scalable products that drive business outcomes. Technical co-founder, where I led the development of an AI-driven compliance platform that transforms regulatory data into actionable risk insights for business and compliance teams.

Specialize in designing end-to-end AI systems, from problem definition and data strategy to deployment, ensuring solutions are technically robust and commercially viable. Experienced across regulated and data-intensive domains, with a strong focus on aligning AI capabilities with product and business outcomes.

Co-founder & Technical Lead at Decoda PTE. LTD. (2024-11 – Present)

Leading development of an AI-driven compliance platform focused on translating complex regulatory data into actionable risk insights.

• Lead the development of an AI-driven compliance platform focused on translating complex regulatory data into actionable risk insights.
• Address fragmented and unstructured regulatory information through LLM-based system design for interpretation and decision support.
• Define product architecture and aligning AI system design with real-world compliance workflows.
• Support early-stage product validation and use case definition through stakeholder discussions and problem-solution alignment.

AI & Data Consultant (Contract) (2026-01 – Present)

Advising early-stage startups on AI/ML strategy, system design, and product direction.

• Advise early-stage startups on AI/ML strategy, system design, and product direction, supporting teams from concept to deployable solutions.
• Translate business problems into scalable AI solutions and MVP architectures.
• Work closely with founders and stakeholders to identify high-impact use cases and support product and business decision-making.
• Evaluate data readiness, technical feasibility, and potential business impact of AI initiatives.
• Contribute to product validation, use case definition, and alignment between technical solutions and market needs.

AI Developer at Sambe Consulting (2025-06 – 2025-09)

Delivered AI-driven solutions by translating business requirements into practical, deployable systems.

• Delivered AI-driven solutions by translating business requirements into practical, deployable systems.
• Designed prompt frameworks and automation pipelines to improve output quality and operational efficiency.
• Worked with stakeholders to identify high-impact AI opportunities and implement solutions aligned with business needs.

AI Data Scientist at Vertical Oceans PTE. LTD. (2022-11 – 2024-08)

Developed machine learning and computer vision systems for shrimp biomass estimation and behavior monitoring in aquaculture operations.

• Developed machine learning and computer vision systems for shrimp biomass estimation and behavior monitoring in aquaculture operations.
• Improved accuracy and efficiency of monitoring processes, enabling more reliable data-driven decision-making.
• Led end-to-end workflows including data collection, annotation pipelines, and model development in a production environment.

Research Assistant at Sharif University of Technology & Imam Hospital Complex (2014-10 – 2017-10)

Conducted research on deep learning methods for visual attention modeling and Fuzzy machine learning.

• Conducted research on deep learning methods for visual attention modeling and Fuzzy machine learning.
• Contributed to machine learning approaches for healthcare-related applications in a research setting.

Ph.D. in Computer Science – Nanyang Technological University, Singapore (2018 – 2022)

M.Sc. in Electrical Engineering – Sharif University of Technology, Iran (2012 – 2014)