NeuralBubble Joint Stock Company · MK Reno
In production
Open to read the case study
NeuralBubble Joint Stock Company
By NeuralBubble Joint Stock CompanyNeuralBubble builds AI Visibility Infrastructure that enables brands to be discovered, cited, and trusted by AI answer engines such as ChatGPT, Google AI Overviews, Bing Copilot, and Perplexity. Our platform provides AI-ready artifacts, citation analytics, and an Agent Engine that verifies how AI systems interpret and reference a company’s content. NeuralBubble operates AI-Mitsuke, a co-branded Japan production portal developed with Lisod Japan, serving as a localized AI visibility infrastructure platform for Japanese enterprises.
- Stage
- In production
- Industries
- Public sector
- Education
- Technology
- Deployment
- Cloud (SaaS)
Why it is worth it
NeuralBubble operates at the infrastructure layer of AI visibility — not as an SEO tool or monitoring dashboard. Instead of optimizing content for rankings, we publish and validate standardized AI-ready artifacts (ai-feed.json, ai-license.json, ai.txt, llms.txt, rag/index.json) that allow AI answer engines to discover, verify, and cite authoritative sources deterministically. Our proprietary GRI (GEO Readiness Index) and ACI (Artifact Coverage Index) quantify AI eligibility, not just search performance. Unlike competitors that rely on scraping or black-box observation, NeuralBubble enables brands to: · Control machine-readable source-of-truth artifacts · Enforce licensing and citation integrity through hash validation · Monitor AI citations and referrals in real time · Detect narrative drift and citation gaps · Operate a continuous “citation loop” through our upcoming Agent Engine The result is measurable AI visibility, citation eligibility, and enterprise-grade governance across multiple AI assistants and generative search engines.
As AI answer engines replace traditional search, brands are losing visibility and citations. Existing SEO tools do not optimize for AI-driven answers, structured artifacts, or citation tracking. Companies lack tools to measure and control how AI systems represent them.
Opening the deck…
Page 1
Best customer profile
- NeuralBubble enables enterprises to measure and control how AI answer engines interpret, retrieve, and cite their brand.
- Ideal customers are mid-to-large organizations that:
- · Rely on organic traffic, brand authority, or content visibility
- · Operate in competitive or regulated industries
- · View AI-driven search as a strategic risk and growth channel
- · Require measurable AI visibility and citation tracking
- Typical buyers include:
- · Marketing & Growth leaders
- · SEO / Content teams
- · Digital transformation teams
- · Enterprise AI strategy leads
- Key Pain Points
- · Declining organic traffic as AI answers replace search clicks
- · No visibility into how AI systems represent their brand
- · Inability to measure AI readiness (structured artifacts, schema, ai.txt, RAG)
- · Fragmented tooling between SEO, content, and AI systems
- · Lack of executive-level reporting to justify AI optimization budgets
- Measurable Outcomes After Implementation
- · Improved citation eligibility through machine-readable artifacts
- · Clear AI Visibility scoring (GRI, ACI) with actionable insights
- · Continuous AI audit cycles with deterministic validation
- · Reduced narrative drift and hallucination risk
- · Enterprise-ready reporting for board and stakeholder alignment
Notable paying customers
- MK Reno Concepts & Constructions (Malaysia) Perfect Group (Malaysia) DraGold International Joint Stock Company (Vietnam)
Key milestones
Product & Technology · Built Proof of Concept (PoC) of GEO Analysis AI Engine (2024) · Launched MVP: https://app.neuralbubble.com with live AI audits (2025) · Launched AI Visibility Analytics Dashboard: https://analytics.neuralbubble.com (2026) · Developed proprietary scoring models: · GEO Readiness Index (GRI) · Artifact Coverage Index (ACI) Commercial & Expansion · Secured paying pilot customers across Malaysia and Vietnam · Established Japan co-branded portal (AI-Mitsuke) with Lisod as primary GTM partner · Structured cross-border expansion model for Asia
Customer case
One customer deployment, shown below.