Key Takeaways
- Important safety implications.
- Co-founded by Amrutha Gujjar and CTO Shivam Singhal, the platform automates content research and creation, and gives every customer blog its own MCP server endpoint so AI agents can query it directly.
- Today, it all runs from a single Next.js deployment on Vercel.Amrutha spent years building software where the infrastructure kept getting in the way.
What It Means
Context
Co-founded by Amrutha Gujjar and CTO Shivam Singhal, the platform automates content research and creation, and gives every customer blog its own MCP server endpoint so AI agents can query it directly. Today, it all runs from a single Next.js deployment on Vercel.Amrutha spent years building software where the infrastructure kept getting in the way. "The author was never stuck on the part The author was excited to build," she says. "It was always the infrastructure friction around it." That frustration became a design principle for Waldium. The infrastructure needed to disappear so the product could stay focused on what made it interesting.Waldium on Vercel500+ customer blogs served from a single Vercel deploymentNew customers get MCP endpoints live in under 5 minutesAI query response times consistently under 50ms globally45% lower infrastructure cost vs. per-customer deployment modelOne customer generated 1,000+ posts in a single month; research time cut from weeks to hoursWhen agents became part of the audienceWaldium started the way most content platforms do, building blogs for humans to read. But something Amrutha kept noticing was quietly changing who, and what, showed up to…
For builders
Co-founded by Amrutha Gujjar and CTO Shivam Singhal, the platform automates content research and creation, and gives every customer blog its own MCP server endpoint so AI agents can query it directly.
For Builders
Co-founded by Amrutha Gujjar and CTO Shivam Singhal, the platform automates content research and creation, and gives every customer blog its own MCP server endpoint so AI agents can query it directly.