AI Product Strategy 2025
Roomsie is an AI-powered student housing and onboarding platform designed to ease the emotional and logistical stress of moving abroad.
AI Product Strategy, Model Requirements, Prompts Structure, Success Metrics and Risks and Mitigations
Key Competences
Research
Problem Definition
Hypothesis & Validation
Solution Overview
MVP Features & Requirements
Clickable Prototype!
Success Metrics
Model Requirements
Prompt Engineering
Human Evaluations
Risks & Mitigations
Go-to-Market Strategy
Roadmap
Conceived to alleviate the stress students experience when moving abroad: personality based room matching — powered by a warm, GenAI-backed onboarding coach. Contributing to a circular student housing ecosystem.
International students navigating relocation often face fragmented housing services, resulting in stress and overwhelm. I set the full-cycle product design and strategy for Roomsie — a multi-layered AI experience blending NLP-driven housing support, city onboarding, AI-powered housing coach.
Technical contributions and outcomes included:
Defined a modular MVP architecture combining LLM API orchestration (GPT-3.5-turbo for chat) with intent detection and a custom recommendation engine
Authored system prompts and engineered AI guardrails to prevent hallucinations, bias, brand endorsements, or overstepping emotional boundaries (e.g., legal, medical advice)
Mapped the end-to-end AI touchpoints, data flow, and state transitions across student onboarding: from profile creation and intent capture to personalized recommendations and social integration nudges
Introduced success metrics such as Monthly Active Users (MAU), recommendation conversion rates, and session duration across buddy features
Modeled latency tradeoffs, proposing low-latency inference stacks (OpenAI API for MVP, with migration path to hosted open-source models like Mistral or LLaMA 3)
In a follow-up AI Evaluation & GTM Strategy, I validated feasibility and scalability:
Designed a lightweight human-in-the-loop QA loop for fine-tuning response quality and improving prompt accuracy based on user feedback
Defined monetization paths through ethical API partnerships with housing platforms, universities, and service providers — excluding all direct brand placement to maintain coach neutrality
Figma prototype
Entire Product Pitch on request.
“The concept of a “circular student-housing ecosystem” is a brilliant strategic insight that shows advanced thinking about the entire user lifecycle”
Rapid prototyping through Vibe Coding, combining current tools with solid design tools such as Figma.
I thrive in conceiving AI Product Strategies and visions through Design Thinking methodologies:
Through Research, Discovery, Co-creation, Lean Prototyping, Validation, AI Models assessment and Prompt Engineering
Leveraging HMW’s to think reversely; how can we achieve our desired outcomes?
