Murari Sarkar

QuickBooks Online Monthly Bookkeeping

Finlay Films LLC • Freelance

Jan 2026 - Present • 4 mos

𝗣𝗿𝗼𝗷𝗲𝗰𝘁 𝗚𝗼𝗮𝗹: The goal was to get the client’s financial records fully organized, ensure transactions were accurate, and create reliable reports they could use to make better business decisions. 𝗠𝘆 𝗦𝗼𝗹𝘂𝘁𝗶𝗼𝗻: I handled the day-to-day bookkeeping work—processing invoices and payments, reconciling bank accounts, managing AP/AR, and keeping the general ledger clean. I also used QuickBooks to fix classification issues and streamline their financial workflow. 𝗜𝗺𝗽𝗮𝗰𝘁 𝗜 𝗠𝗮𝗱𝗲: The books became clear, accurate, and fully up-to-date. Cash flow tracking improved, reporting became more reliable, and the client gained better visibility into their finances. This helped them save time, reduce errors, and run their business with more confidence.

Bookkeeping / Accounting Consultant - AI Trainer

Toloka

Jul 2024 - Present • 1 yr 10 mos

𝗠𝗮𝗷𝗼𝗿 𝗗𝘂𝘁𝗶𝗲𝘀: • Created well-structured accounting prompts and clear scoring criteria to help improve AI performance. • Reviewed and corrected AI-generated answers using practical GAAP/IFRS knowledge. • Checked financial statements, journal entries, and accounting treatments for accuracy. • Supported workflow improvements and collaborated with the team to strengthen overall training quality. 𝗞𝗲𝘆 𝗦𝘂𝗰𝗰𝗲𝘀𝘀𝗲𝘀: • Helped significantly improve the model’s accuracy and reasoning in real accounting scenarios. • Developed prompt styles and review methods later used across multiple AI training projects. • Recognized for consistent judgment, strong accounting expertise, and reliable feedback. • Contributed directly to building smarter, more accurate next-generation AI tools.