How Waldium made a blog platform work for humans and AI alike
500+ businesses publishing through one platform. Waldium just made AI-native content distribution work at scale—no per-tenant infrastructure required.
Why it matters
Waldium solved a real infrastructure problem (multi-tenant MCP server management) that unlocks a new distribution channel for technical content: queryable directly inside AI agents instead of just discoverable via search. This is a product shift that changes how technical founders think about content reach.
The key facts
7 to know500+ customer blogs served from single Vercel deployment
MCP endpoints live in under 5 minutes for new customers
AI query response times under 50ms globally
45% lower infrastructure cost vs. per-customer deployment
Saphira AI case study: 1,000+ posts generated in one month; research timeline reduced from weeks to hours
YC-backed, two-person founding team (Amrutha Gujjar, Shivam Singhal)
Uses Vercel for Platforms, Vercel Middleware, Vercel Domains API, Neon, Upstash
Go to the source
Vercel Blogvercel.com
Publisher excerpt: is a two-person, YC-backed startup that built an agentic CMS for businesses. 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…
