Marketing teams face a bottleneck where webpage publishing extends into hours of manual assembly, coordination, and review cycles. The TAA team transforms customer-facing web experiences by building and operating the digital content infrastructure of AWS, marketing technology workflows, and tooling that teams use to deliver personalized, connected experiences at scale. TAA needed a solution that could handle the complexity of CMS workflows while coordinating multiple stakeholders, enforcing brand and accessibility standards, and confirming compliance requirements are met before publication.

Marketing teams can use this agentic AI solution to reduce production time, while maintaining quality by automating the coordination work from campaign brief to go-live across digital channels. It connects to enterprise content management systems to orchestrate page assembly, interpret natural language requests, determine required components, and execute page creation with built-in validation. Using foundation models (FMs) available through Amazon Bedrock including Anthropic Claude and Amazon Nova, Gradial Agents modernize how marketing organizations work by handling the complex orchestration that previously required hours of manual configuration.

We walk through the challenges that traditional content publishing workflows face, the architecture of our agentic AI solution, key components including the Model Context Protocol (MCP) server for real-time validation, and the measurable results achieved.

For Digital Marketing Managers (DMMs) and Product Marketing Managers (PMMs) at AWS, publishing a single webpage involves more than building it. A typical page starts with a requirement that stems from a campaign brief, moves through a kickoff call with the digital and operations teams, and enters a backlog for prioritization. Back-and-forth communication follows until the request is ready to be worked. A marketer spends up to four hours configuring pages inside traditional content management systems. Copy review, creative review, link testing, backend validation, and stakeholder sign-off add more time elapsed before launch. The bottleneck isn’t a single step, it’s how these steps compound. A DMM or PMM can configure components and assemble their page for multiple hours only to have an image fail accessibility standards. The page goes back for revision, and another review cycle begins. The work itself isn’t complex, but coordination and re-work make it expensive. Within that workflow, four specific challenges create the most friction: