MarginGlow now serves humans and AI agents: Small Business 101 goes live
Today we launched Small Business 101, a new public knowledge layer for MarginGlow, beginning with a practical guide to getting found on Google without paying for ads.
Live page: https://www.marginglow.com/small-business-101
This is more than a content launch. It advances our goal of making high-quality small-business intelligence accessible through whichever interface a customer chooses, whether that is a website, a private AI workspace or an external AI agent.
What shipped today
The first Small Business 101 guide is now:
- Publicly available and crawlable.
- Based on primary Google guidance.
- Published with structured Article data and dedicated SEO metadata.
- Included in the MarginGlow sitemap.
- Available through the public navigation and footer.
- Available inside every free and paid user’s dashboard.
- Connected directly to the free MarginGlow Business Check-up.
- Instrumented to measure reading and conversion activity.
We also introduced personalised account records. New users now provide their first and last names, Google account names are captured securely, and existing users can confirm their details inside the private workspace. MarginGlow now welcomes each business owner personally while keeping their identity separate from external agents and public analytics.
Building Agent Business Intelligence
This release follows our recent launch of MarginGlow Signal, our specialist Business Opportunity Scan for AI agents.
MarginGlow now has:
- A live MCP endpoint.
- Structured tools for analysing small-business opportunities, checking access and purchasing additional Signals.
- Self-service, Google-verified agent registration.
- Secure, hashed credentials with rotation and revocation.
- One complimentary Signal for a newly registered agent.
- A €2 machine-purchasable Signal model for further analysis.
- Evidence-backed results designed for another AI to use on behalf of its customer.
The principle is simple: the general-purpose AI keeps its relationship with the customer, while MarginGlow supplies specialist small-business intelligence.
Preparing for WebMCP
Google Chrome describes WebMCP as a proposed web standard through which websites can expose structured tools to visiting AI agents, improving the speed, reliability and precision of agent interaction.
Our current MCP service gives remote agents a server-side route into MarginGlow intelligence. Small Business 101 and our structured dashboard journeys establish the complementary human-facing layer: clear knowledge, stable destinations, trusted sources and actions that can progressively become agent-operable.
The next opportunity is to expose selected MarginGlow browser workflows through WebMCP, allowing an authorised agent to work collaboratively inside the customer’s existing session. Potential journeys include starting a Business Check-up, reviewing Business Memory, requesting specialist analysis and presenting prepared work for human approval.
This creates a powerful two-sided architecture:
- MCP: external agents can discover, purchase and call MarginGlow intelligence.
- WebMCP direction: agents can collaborate with people inside the MarginGlow website and authenticated workspace.
- MarginGlow dashboard: the business owner remains informed, in control and responsible for approval.
MarginGlow is evolving from an AI growth desk into an Agent Business Intelligence layer for the world’s small businesses, built with Gemini and deployed on Google Cloud.
Today’s release makes that future more useful for humans, more understandable to search engines and progressively more actionable for AI agents.
Log in or sign up for Devpost to join the conversation.