Agentic AI

International Trade & Business Networking

AI-powered content moderation with Claude reduced spam by 99%

Business social network for the Americas. A business platform that helps small and medium sized enterprises access international trade and investment opportunities, connecting them with businesses, investors, and suppliers across different industries and markets.

Industry

International Trade & Business Networking

Services

Agentic AI

Tech Stack

Claude

Structured AI Responses

Prompt-based Moderation

The situation

A business social network for the Americas began facing significant growth in automatically created spam company profiles.

Bots were generating registrations at scale, embedding referral links, cryptocurrency related sites, and other content that violated the platform's policies.

The growing volume of these profiles affected content quality and created an additional moderation burden.

The challenge was to stop unwanted content at its point of entry, while keeping a smooth experience for the legitimate businesses using the platform.

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The approach

Greencode integrated Claude directly into the platform's existing company profile creation and editing workflows.

Every time a profile is created or an existing one is edited, its content is sent to Claude to be evaluated against moderation criteria specific to the platform.

The integration uses a prompt designed for this use case and receives a structured response that the application can process programmatically to determine whether the content should be accepted or rejected.

The response goes beyond a simple classification. Claude also provides the specific reasons behind a rejection, allowing the application to use that information to give feedback to the user.

By embedding Claude directly into the existing workflow, moderation happens at the moment content is created or edited, before unwanted profiles can be published on the platform.

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Impact & advantages
  • A focused integration produced a decisive result: a 99% reduction in spam within the platform.By building validation directly into the point of content entry, the solution shifted moderation from a mostly reactive process to a preventive mechanism.Key advantages:
    • 99% less spam within the platform
    • Moderation at the source: content is evaluated during profile creation or editing
    • Actionable decisions: Claude returns a structured response the application can interpret automatically
    • Greater transparency: each rejection can include the specific reasons behind the decision
    • Consistent, scalable criteria: moderation can be applied automatically to new registrations and edits
    • Lower moderation burden: less need to manually manage profiles generated at scale
    • Built on the existing platform: AI capability was added to the current workflow without redesigning the product
    The project demonstrates how a focused AI integration can solve a concrete operational problem and generate significant impact without requiring a full platform overhaul.
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