Ayush G. profile photo 1 on Tal

Ayush G.

Product Manager @EY

Bengaluru

7+ years of work experience

EY
Feb 20268 mosPresent

Bengaluru, Karnataka, India

Own two live GenAI agent surfaces for a Tier-1 bank’s Fraud & Scams division; ran requirement workshops across Business, Legal, Risk, Compliance and Engineering into one sign-off-ready roadmap. Defined the evaluation criteria, OKRs, product requirements and the underlying data model and led delivery of an LLM-as-a-Judge framework — pass/fail criteria and confidence scoring for quality, compliance and safety — used as the release-readiness gate before every ship.
GIGAFORCE
Jul 20256 mosDec 2025

Hybrid

AI and Data Product Manager • Define and own the vision, roadmap, and strategy for data products to drive business impact. • Translate business needs into clear data requirements, user stories, and acceptance criteria. • Work closely with engineering, data science, and analytics teams to deliver scalable data pipelines, dashboards, and models. • Ensure high data quality, governance, and compliance across all data assets. • Prioritize features using customer insights, stakeholder feedback, and impact analysis. • Monitor product performance through metrics and continuously optimize for usability and value. • Communicate product decisions, progress, and outcomes to leadership and cross-functional teams.
Circana
Feb 20232 yrs 6 mosJul 2025

Bengaluru, Karnataka, India

HARMAN Connected Services → Circana (Team acquired by Circana, Feb 2024) ->Owned Staton, a self-serve analytics platform for brand managers — automated predictive and historical data pipelines behind a visualization layer, letting users trigger threshold-based pipeline runs via UI to get always-current data for urgent reporting needs. ->Owned the metadata platform and data catalog combining POS, market research, and consumer-behavior data for 250+ global FMCG customers, scaled from a 5-client pilot. ->Cut time-to-insight 30% by standardizing a common data model across governance, BI, and delivery stakeholders; promoted into Circana’s core Product team within one year.
Datametica Solutions Private Limited
Sep 20211 yr 6 mosFeb 2023

Pune Division, Maharashtra, India

Gained proficiency in data manipulation and in-depth analysis using SQL and analytics. Designed and implemented an automated migration pipeline from Teradata to Big Query using Python and Apache Beam, reducing manual QA time by 40%.
WIPRO TECHNOLOGIES
Jul 20192 yrs 1 moJul 2021

Pune Division, Maharashtra, India

Outsourced to Credit Suisse bank as a backend developer, led multiple APAC investment banking backend deployments within a year. Expertise in Python and Perl driven automation and backend development. Developed scalable APIs and automation scripts to streamline the workflow. Later expanded role to collaborate with frontend teams, integrating backend services and taking ownership of end-to-end deliveries.

Ayush’s AI Stack

claude code
claude code
elevenlabs
elevenlabs
gemini
gemini
lovable
lovable
notion
notion
openai
openai

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Headline

Product Manager @EY

About

Product Manager, 7 years — started as a backend engineer, worked backward through data pipelines and data platforms into AI product management. I've owned live GenAI agent surfaces for a Tier-1 bank's fraud division, built the data model behind an AI platform that surfaced $2B+ in previously-missed insurance recovery opportunity, and run a self-serve analytics product used by 250+ global FMCG customers. I've also built and shut down a startup of my own — HobbyHopp — validating it with real customers, then calling the shutdown myself when the economics didn't work. I take ambiguous problems and turn them into shipped, adopted product, with enough technical depth to work the how alongside engineering, not just the what. Open to AI Product Manager and Data Product Manager roles at startups and technical product teams.

Location

Bengaluru

AI stack

claude code

elevenlabs

gemini

lovable

notion

openai

Work experience

Senior Consultant at EY, Feb 2026 - Present · 8 mos, Bengaluru, Karnataka, India, Own two live GenAI agent surfaces for a Tier-1 bank’s Fraud & Scams division; ran requirement workshops across Business, Legal, Risk, Compliance and Engineering into one sign-off-ready roadmap. Defined the evaluation criteria, OKRs, product requirements and the underlying data model and led delivery of an LLM-as-a-Judge framework — pass/fail criteria and confidence scoring for quality, compliance and safety — used as the release-readiness gate before every ship.

AI Product Manager at GIGAFORCE, Jul 2025 - Dec 2025 · 6 mos, Hybrid, AI and Data Product Manager • Define and own the vision, roadmap, and strategy for data products to drive business impact. • Translate business needs into clear data requirements, user stories, and acceptance criteria. • Work closely with engineering, data science, and analytics teams to deliver scalable data pipelines, dashboards, and models. • Ensure high data quality, governance, and compliance across all data assets. • Prioritize features using customer insights, stakeholder feedback, and impact analysis. • Monitor product performance through metrics and continuously optimize for usability and value. • Communicate product decisions, progress, and outcomes to leadership and cross-functional teams.

Product Manager at Circana, Feb 2023 - Jul 2025 · 2 yrs 6 mos, Bengaluru, Karnataka, India, HARMAN Connected Services → Circana (Team acquired by Circana, Feb 2024) ->Owned Staton, a self-serve analytics platform for brand managers — automated predictive and historical data pipelines behind a visualization layer, letting users trigger threshold-based pipeline runs via UI to get always-current data for urgent reporting needs. ->Owned the metadata platform and data catalog combining POS, market research, and consumer-behavior data for 250+ global FMCG customers, scaled from a 5-client pilot. ->Cut time-to-insight 30% by standardizing a common data model across governance, BI, and delivery stakeholders; promoted into Circana’s core Product team within one year.

Data Engineer at Datametica Solutions Private Limited, Sep 2021 - Feb 2023 · 1 yr 6 mos, Pune Division, Maharashtra, India, Gained proficiency in data manipulation and in-depth analysis using SQL and analytics. Designed and implemented an automated migration pipeline from Teradata to Big Query using Python and Apache Beam, reducing manual QA time by 40%.

Software Developer at WIPRO TECHNOLOGIES, Jul 2019 - Jul 2021 · 2 yrs 1 mo, Pune Division, Maharashtra, India, Outsourced to Credit Suisse bank as a backend developer, led multiple APAC investment banking backend deployments within a year. Expertise in Python and Perl driven automation and backend development. Developed scalable APIs and automation scripts to streamline the workflow. Later expanded role to collaborate with frontend teams, integrating backend services and taking ownership of end-to-end deliveries.