Our Vision
AI is reshaping search. NeuralBubble ensures brands stay visible and trusted in the AI era.
Our Product
The GEO Analysis AI Engine (MVP stage) audits websites across eight AI-critical dimensions:
Clients receive Confidence Reports powered by Azure AI for sentiment analysis and entity recognition—evaluating tone, trust signals, and brand alignment. Each report is further validated with OpenAI’s advanced reasoning models, ensuring every recommendation is actionable, evidence-based, and future-proof for AI search ecosystems.
Our Team
Billy See
Founder & CEO
20+ years in business development, marketing, and sales across Asia. Co-founder of KnowVid AI. Experienced in scaling SaaS and AI-driven ventures.
Lăng Mạnh Hùng
Chief Financial Officer
Finance executive with expertise in governance, risk management, and corporate strategy.
Erwin Gravenberch
Senior Advisor
Senior advisor at Delta Resources LLC, with decades of leadership in organizational strategy and enterprise growth.
Avi Rapaport
Senior Advisor
Innovation leader and corporate strategy expert at KnowVid AI. Guides AI-driven companies through product development, commercialization, and partnerships.
Strategic Partnerships



Approved for the Google for Startups Cloud Program and IBM Partner Plus — collaborating with a global ecosystem to accelerate the NeuralBubble GEO Analysis AI Engine.
As an IBM Partner Plus member, we leverage IBM technologies, tools, and a worldwide partner network to scale the NeuralBubble platform globally.
We collaborate with Microsoft for Startups (Azure AI & OpenAI integration) and actively engage with NVIDIA DGX Cloud Innovation Lab and FastTrack AI Accelerator.
AI Innovation & Future Vision
- Proprietary Metrics (GRI + ACI): Defining the new standard for AI visibility.
- Advanced AI Integration: Azure AI for semantic richness, sentiment, and entity recognition.
- Scalable Infrastructure: Designed for GPU acceleration to handle thousands of site audits in parallel.
- Future Roadmap: A domain-specific LLM trained on AI visibility signals to automate optimization recommendations.
- Long-Term Goal: Become the global standard for how websites are evaluated, trusted, and recommended by AI ecosystems.
GEO + Context Engineering
TL;DR: NeuralBubble is advancing Generative Engine Optimization (GEO) by integrating context engineering — ensuring AI engines not only see your content but also understand and deliver it with precision.
Expanded: Traditional SEO optimizes for links; GEO optimizes for answers. NeuralBubble combines GEO with context engineering to design information frameworks that guide AI systems toward more accurate, relevant, and trustworthy responses.
- Enhancing clarity → content that’s natural, conversational, and AI-friendly
- Structuring context → combining static (background) and dynamic (adaptive) information
- Aligning with user intent → ensuring responses match what people truly seek
- Feedback loops → iterating content based on AI-generated outputs
- Building topical authority → positioning brands as trusted sources for generative AI
By fusing GEO + context engineering, NeuralBubble ensures digital content is not just visible to AI, but also contextually accurate and relevant — setting the standard for AI search optimization in the years ahead.