Perspectives
6 min read
MCP Still Has to Prove Its AI Value
A year after questioning MCP's value for AI agents, we still see a useful host adapter surrounded by claims the evidence does not support.
Mayura AI Blog
Engineering insights and perspectives from the Mayura team.
Perspectives
5 min read
AI Solved Noise. The New Problem Is Too Much Signal.
Filtering noise was a tooling problem, and AI largely solved it. Triaging endless signal is a judgment problem. Why the overload inverted, and what to do.
Company
6 min read
Own Your AI. Own Your Data. Own Your Economics.
Companies holding sensitive data should own the data, the hardware, and the economics behind their AI: the thesis behind Mayura and its three pillars.
Perspectives
5 min read
Continuous Intelligence: AI That Never Sleeps
Mayura's Continuous Intelligence is AI you configure once. It keeps reading the sources you chose and surfacing what needs your judgment, all day.
Company
5 min read
From Cloud to Edge: Our Bet on Sovereign AI
We built a full cloud AI platform, then moved it onto customer hardware. Why the cloud model is the wrong fit for data-sensitive mid-market AI.
Research & Analysis
8 min read
AI Data Sovereignty Is an Architecture
SOC 2 and VPC deployments answer a narrower question than buyers think. A four-level spectrum for evaluating AI data sovereignty honestly.
Perspectives
3 min read
2026: The Year AI Comes Home
Our look ahead at 2026: local AI models, edge-first AI infrastructure, and intelligence that mid-market companies can actually own.
Perspectives
4 min read
What Six Months of AI Consulting Taught Us
Six months of hands-on AI consulting surfaced one insight worth building on: the companies we worked with wanted to own the AI infrastructure they run on.
Perspectives
7 min read
The Cloud AI Tax Nobody Talks About
Every AI token sent to the cloud has a compounding cost: API fees, data exposure, vendor dependency, and unpredictable bills. Mid-market gets squeezed.
7 min read
The Local LLM Tipping Point for Business AI
Open-weight local AI models are now a serious option for business workflows: what benchmarks show, where cloud still wins, and how the cost curves differ.
Perspectives
4 min read
What Problem Does MCP Solve for AI Agents?
AI agents already use APIs, CLIs, and documentation. Before adopting MCP, we want a clear answer to one question: what problem does it solve?
Company
3 min read
The Mid-Market Gap in Enterprise AI
Mid-market companies get scaled-down enterprise AI or consumer chatbots. Neither fits the gap between them, and closing that gap is why Mayura exists.
Company
1 min read
Hello World from Mayura AI
Introducing Mayura: AI infrastructure built for mid-market companies that need intelligence running on hardware they own.