Abhay Mishra Guts
@abhaymishraguts
Associate Product Manager building LLM copilots and text-to-SQL systems that turn insights into self-serve decisions.
What I'm looking for
I’m an Associate Product Manager with 1+ year building AI products—LLM copilots and text-to-SQL systems—for Fortune 500 enterprises. I bring 0-to-1 product development, PRDs and roadmap prioritization, stakeholder management, and product analytics to help teams move from problem to measurable impact.
At UnifyApps, I shipped and scaled BoAt AI Co-Pilot, enabling non-technical users to generate queries, cohorts, and insights without writing SQL. I improved LLM copilot accuracy from 30% to 91% by re-architecting the data layer (18 to 7 master tables) and strengthening retrieval and instructions, validated on 97 business queries. I also drove a 99% reduction in cohort creation turnaround time (2 days to 15 minutes) across 4 teams, eliminating recurring analyst dependency.
I’ve also delivered end-to-end AI applications, owned PRDs and go-live support, and built a Swiggy manager-assist AI agent for performance cycles. Earlier, I conducted root-cause analysis at PharmEasy and designed automated dashboards, and at Languify.ai helped shape a 0-to-1 stealth MVP through user research, RICE prioritization, PRDs, and wireframes.
Experience
Work history, roles, and key accomplishments
Product Analyst
Unifyapps
Jul 2025 - Present (9 months)
– Shipped and scaled BoAt AI Co-Pilot, a natural-language analytics and text-to-SQL product for business, D2C, product, and
marketing teams, enabling non-technical users to generate queries, cohorts, and insights without writing SQL.
– Drove a 99% reduction in cohort creation turnaround time post go-live (from 2 days to 15 minutes) across 4 business
teams
Product Analyst Intern
PharmEasy
Jan 2025 - Mar 2025 (2 months)
Conducted root-cause analysis on a 20% decline in OTC product orders and reversed the trend within 2 weeks through prioritized product and funnel fixes. Designed and deployed 8 automated dashboards for marketing and business teams to improve decision-making speed and reduce manual reporting overhead.
Product Management Intern
Languify.ai
Jul 2024 - Dec 2024 (5 months)
Partnered with the founder on a 0-to-1 stealth product by conducting user research, validating hypotheses, and defining personas. Used RICE prioritization to shape the MVP roadmap and produced PRDs, user flows, and wireframes.
Education
Degrees, certifications, and relevant coursework
Netaji Subhas University of Technology (NSUT)
Bachelor of Engineering, Computer Science
2021 - 2025
Grade: CGPA: 8.0/10
Bachelor of Engineering in Computer Science from Netaji Subhas University of Technology (NSUT), graduating in 2025 with a CGPA of 8.0/10.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Salary expectations
Social media
Job categories
Skills
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