
Sarayu Ar
Legal Manager
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About
Product Manager experienced in building AI-driven applications using legal datasets at Probe Information Services (Probe42). My work includes conducting primary and secondary research on legal data, performing user research, and translating business requirements into product outcomes. I have contributed to initiatives focused on automating legal data workflows using prompt engineering and AI models.
I am a certified Product Manager Fellow with training in systems thinking, product strategy, user research, and AI-enabled product development.
Experience
Senior Product Manager at Probe Information Service (2023-03 – Present)
- Designed and implemented end-to-end legal and financial data workflows, integrating multi-source datasets to support compliance analysis and reduce legal research time.
- Contributed to the integration of AI/ML models (including LLMs) into legal data systems, enabling automated extraction of legal insights, risk indicators, and regulatory-relevant summaries.
- Supported the development of AI-assisted tools for legal data interpretation, focusing on improving accessibility of complex regulatory and corporate information.
- Established data governance and compliance frameworks aligned with legal risk management, user data privacy principles, and access control standards.
- Conducted legal and market research on regulatory requirements and user needs, supporting product development aligned with compliance and legal standards.
- Collaborated with cross-functional teams (legal, engineering, and design) to ensure that technical implementations adhered to applicable legal and regulatory considerations.
- Assisted in translating compliance workflows and legal user journeys into structured digital processes, improving efficiency in legal data usage.
- Evaluated and implemented legal data search and automation systems (including semantic search tools) to enhance accuracy, reliability, and accessibility of legal information.
- Contributed to competitive and regulatory analysis, identifying trends in legal data usage, compliance requirements, and digital platform governance.
Legal Associate at Law Offices of Marina Shepelsky, New York (2021-06 – 2022-12)
- Drafted detailed declaration affidavits for VAWA (Violence Against Women Act) immigration petitions, documenting client experiences to support legal filings before U.S. immigration authorities.
- Conducted legal and case-specific research to gather relevant facts and strengthen petition documentation.
- Reviewed and organized client records, supporting evidence, and case materials to ensure accuracy and compliance with immigration filing requirements.
- Collaborated remotely with the legal team to prepare case documentation and maintain structured case records.
Education
B.A. L.LB in Law – M.S.Ramaiah College of Law (2015 – 2020)
Diploma in Intellectual Property, Entertainment and Media Laws – Lawsikho (2022-01 – 2022-07)

