Hoshiro Labs
Hoshiro Labs develops evidence-led AI systems and products, including ARC, our platform for understanding and improving how businesses are read by AI. ARC is our current focus.
Building, not just advising
Experimentation
We test practical AI automation and agent systems ourselves before recommending them to clients.
Applied implementation
Structured content, APIs, actions and agent workflows, built and shipped, not just diagrammed.
Emerging AI systems
We track agent protocols, MCP/WebMCP and the standards the agentic web is being built on.
Evidence first
We only fail what we can prove. Every ARC result shows its evidence, and anything we can't verify is marked Not verified.
Not a generic AI agency
Our commercial focus today is ARC: helping businesses see how AI reads their website or online store, fix what it gets wrong, and prove the fix. Our initial focus markets are Thailand, Singapore, Malaysia, Indonesia, the Philippines, Australia and New Zealand.
Questions beyond the product flow?
Contact is for general enquiries, enterprise and commercial questions, specialist requirements, partnerships and remediation discussions that need a conversation. For the standard product journey, start with a Free ARC Scan.
Email us directly with the business name, website and what you would like to know. We read every message ourselves. You can also return to the standard ARC product flow below.