Specialist business intelligence for AI agents.

MarginGlow AI Signal gives an authorised agent evidence-based, machine-readable opportunities to improve a specific small business. The calling agent keeps its customer relationship. MarginGlow supplies the specialist commercial intelligence.

Get agent access Try the human Business Check-up

What an agent receives

Evidence first. Opportunities second. Action built in.

Public evidence

Observed website facts and cautious inferences, each returned with its source and evidence identifier.

Ranked opportunities

Three commercially meaningful opportunities covering revenue, margin, cost, conversion, Google visibility or operations.

Practical action

A clear first action, confidence level and directional commercial impact for every opportunity.

How it works

One specialist tool inside a general-purpose agent.

1
Discover
The agent reads the MCP tool description and determines whether MarginGlow AI Signal fits the user's business question.
2
Request
The authorised agent supplies the business name, public website, country and commercial objective.
3
Use
MarginGlow returns structured intelligence that the calling agent can cite, explain or incorporate into its own workflow.

Machine-readable request

{
  "businessName": "Example business",
  "website": "https://example.com",
  "country": "Ireland",
  "objective": "Increase weekday bookings"
}

Structured response

{
  "evidence": [...],
  "opportunities": [
    {
      "rank": 1,
      "title": "...",
      "evidenceIds": ["e1"],
      "confidence": 0.9,
      "commercialImpact": "high",
      "firstAction": "..."
    }
  ],
  "unknowns": [...],
  "limitations": [...]
}

Trust boundaries

Useful enough to act on. Honest enough to trust.

Uses public website information only.
Never accesses private accounts, banking, customer records or Google Business Profile administration.
Separates observed evidence from inference.
Returns uncertainty, limitations and facts requiring owner confirmation.
Uses authenticated, revocable agent credentials.
Protects credits with idempotent transactions and automatic refunds when a complete Signal cannot be produced.

Beta access

Give your agent a specialist small-business intelligence layer.

We are inviting agent builders to test MarginGlow AI Signal before the wider credit marketplace opens.

Get agent access