SELECTED
WORKS

Product Manager & AI Builder — 6 years shipping GenAI solutions to real users.

RansahAI — AI-Powered Hiring Automation Platform

RansahAI · Co-Founder & Product Lead — product direction, AI architecture, pricing, growth · Oct 2024 → Present

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Pilot latency reduced via prompt optimisation, retry logic & LLM service-level tuning

3-tierCredit-based pricing (Starter / Pro / Business) with token-level unit economics

0→1Multi-agent screening workflow shipped from concept to production

reduction in pilot latency through AI workflow optimisation — shipped into production, not just a benchmark

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Mobile Growth & Monetisation — theAsianparent

The Parent Inc · Product Manager, Mobile Apps — Growth & Monetisation · Mar 2021 → May 2023

100K+WAUs on a new in-app surface within 12 weeks

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Completion rate improvement on onboarding flows

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Reduction in time-to-home across onboarding

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Baby Care Trackers

The Parent Inc · Product Manager, Mobile Apps — Growth & Monetisation · Mar 2021 → May 2023

382,042Unique users of Baby Care Trackers

238,614Diaper tracker users

237,241Feeding tracker users

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Gamified Engagement & Experiment-Ready UX — ENFA & Durex

Reckitt (Contract via The Parent Inc) · Product Design Consultant · Apr 2022 → Apr 2023

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User engagement from gamification pilots

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Retention improvement

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Completion rate improvement

user engagement from gamified pilot features across ENFA & Durex mobile

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AI-Powered Threat Intelligence & CCTV Analysis — Armatec Global

Armatec Global · AI Product Consultant — delivery, stakeholder management, product shaping · Jan 2024 → Dec 2024

$10M+Design-partner agreements (NDA — details on request)

↑First-week enterprise activation via guided setup flows & sample alert packs

↓Proposal friction by bringing AI feasibility clarity into commercial conversations

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Credit-Based Pricing Model & PLG Growth Loops — RansahAI

RansahAI · Product Lead — pricing design, monetisation experiments, growth loop architecture · Oct 2024 → Present

3 tiersStarter / Pro / Business with volume thresholds, integration tiers, progressive unlocks

Token-levelUnit economics tracked at the token-consumption level from launch

PQL→SQLDefined Product Qualified Lead routing to Sales with explicit handoff criteria

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theAsianParent — Email & Mobile Verification

The Parent Inc · Product Manager, Mobile Apps — Growth & Monetisation · Mar 2021 → May 2023

288,241Email or mobile verified users

1,049,589Profile fields captured across verified users

216,699Email OTP verifications

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Ólafur Arnalds & Bonobo — LoomMayank Lakhani — Product Manager & AI Builder