Marl S.

Key Skills

Software

No software listed

Top Subject Matter

Information security compliance documentation (SOC/ISO/CSA)

customer questionnaires

vendor contracts

Top Data Types

Text

Document

Top Task Types

Prompt + Response Writing (SFT)

Entity (NER) Classification

Freelancer Overview

Information Security & Compliance Lead, BrowserStack Inc (AI-assisted RFI and contractual review operations).. Brings 10+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal, Proprietary Tooling, and N. Education includes Bachelor of Engineering, St. Francis Institute of Technology (2016). AI-training focus includes data types such as Text and Document and labeling workflows including Prompt + Response Writing (SFT), Evaluation, and Rating.

Labeling Experience

Information Security & Compliance Lead, BrowserStack Inc (AI-assisted RFI and contractual review operations).

TextPrompt + Response Writing (SFT)

Owned an AI-automated customer RFI response workflow, using AI tooling to generate and manage security questionnaire answers at scale. Built and deployed AI-powered assistants (“gems”) to support contractual review and to assess/redline security and privacy clause language. These activities reflect supervised/curated AI assistance with text inputs and outputs for compliance documentation processes. • Automated RFI response generation using AI tooling to reduce average handling time from 3 hours to 1 hour per RFI. • Oversaw ~2–3 analysts processing ~100 customer RFIs per month with AI-assisted workflows. • Created custom AI assistants to reduce manual effort for assessing and redlining clauses across ~20 agreements per month. • Standardized evidence and responses to support enterprise security questionnaires and on-site reviews.

2021 - Present

Assistant Manager — IT Risk & Assurance, Deloitte India (SOC reporting evidence review and findings documentation).

DocumentEntity (NER) Classification

Led SOC 1 and SOC 2 reporting engagements requiring systematic identification and organization of client control evidence and findings. Reviewed and challenged client-provided evidence to detect gaps and document results in line with Big 4 quality standards. The work involved repeated processing of compliance artifacts such as control descriptions, test results, and audit documentation. • Led SOC 1 & SOC 2 reporting engagements for multiple clients, managing evidence and reporting deliverables end-to-end. • Served as primary client interface during planning, fieldwork, and reporting phases, coordinating stakeholders for evidence collection. • Reviewed and challenged evidence to identify control gaps and documented findings. • Directed controls testing across operations management, network security, access management, and configuration management domains.

2019 - 2021

Cyber Security Analyst, BDO India (structured control/evidence review and risk documentation).

Text

Performed security assessments and IT General Controls (ITGC) reviews that required structured evaluation and documentation of control evidence. While not framed as AI training work, the role involved reviewing and assessing documentation and risks across multiple enterprise environments. This included producing written findings that could be used to evaluate compliance readiness. • Conducted ITGC reviews across multiple sectors and client environments in a consulting capacity. • Performed security assessments for public sector banks, telecom, media, and IT clients. • Carried out vendor risk management reviews and documented associated findings. • Completed application security assessments, including penetration testing for major public sector banks.

2018 - 2019

Education

Work History