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Aashrith Dontha

@aashrithdontha

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I build AI and platform products that scale decisions and growth.

Canada

Message

At RBC, I took a GenAI document intelligence platform from concept to production in 12 months, securing $1M, cutting cycle time 60%, and growing DAU 40%. I aligned four engineering pods and three business lines around an 18-month roadmap, then used user research and telemetry to redesign activation and double 30-day retention.

Across TD Bank, Bell Canada, and ATB Financial, I've built ML decisioning, API, migration, growth, and data-platform products at enterprise scale. My work has improved platform throughput 3x, generated $1.2M in integration revenue, protected 99.9% uptime during a 3M+ account migration, and established experimentation practices adopted across product teams.

Experience

Work history, roles, and key accomplishments

Current

Senior Product Manager

Current

RBC

Mar 2025 - Present (1 year 7 months)

Sole PM for a GenAI document intelligence platform, leading a cross-functional team of 12 from 0-to-1, securing $1M in funding, reducing cycle time by 60%, and increasing DAU by 40% within 12 months.

GenAI LLM Product Management 0 To 1 Cross functional Leadership OKRs Roadmapping Discovery A B Testing Telemetry Behavioral Segmentation

Product Owner

TD Bank

Oct 2022 - Apr 2024 (1 year 6 months)

Owned a real-time ML decisioning platform serving 1M+ users with millions of daily inferences at sub-500ms P99 latency, increasing engagement by 18% and reducing churn by 12% through an experimentation program built from scratch.

ML Platform Experimentation A B Testing Hypothesis Testing Pre Registration Holdout Tests Product Management Data Analysis User Interviews

Senior Product Analyst

Bell Canada

Oct 2021 - Apr 2022 (6 months)

Led a phased migration of 3M+ end-user accounts within a multi-billion dollar platform, achieving 99.9% uptime and zero revenue disruption, and standardized API contracts to reduce integration time by 40% and support tickets by 25%.

Cloud Migration Strangler Fig Traffic Splitting API governance REST Product Analysis Data Analysis SLA

Product Analyst

ATB Financial

May 2021 - Oct 2021 (5 months)

Built a centralized data lake and event schema from zero in 3 months, reducing insight latency from 5 days to under 4 hours, and fixed a data validation edge case that increased conversion by 8% and reduced time-to-activation by 20%.

Data Lake Event Schema Dashboarding SQL Funnel Analysis Data Validation AI Pilots Product Analysis