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Ruder Finn Shifts to Custom LLM Model for its New Website

Ruder FinnAs a communications agency with a tech-first mindset, this move makes Ruder Finn among the first in the industry to make an LLM its primary interface

Ruder Finn, a global communications agency known for pioneering what’s next, announced the release of its newly reimagined ruderfinn.com, featuring a large language model (LLM) as its primary user interface. The platform, designed as a living, tech-forward system, positions Ruder Finn as one of the first communications agencies to use an LLM at the center of its digital experience.

The new ruderfinn.com reshapes how audiences interact with agency content and expertise online: Rather than navigating static pages and a search bar, visitors can now engage in conversation, querying the agency’s capabilities, services, and solutions through natural language. The site is powered by a custom AI system built on Anthropic’s Claude models via Amazon Bedrock. It uses Retrieval-Augmented Generation (RAG) to ground responses in information retrieved through semantic and hybrid search, alongside a meticulously curated company knowledge graph—improving relevance, accuracy, and privacy.

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The experience reflects the broader shift underway across digital ecosystems where conversational AI and LLMs are becoming the dominant source for how people access and understand information. The site does still include links to traditional pages for those that prefer accessing conventional web pages.

“We’re watching interfaces evolve in real time,” said Kathy Bloomgarden, CEO of Ruder Finn. “People don’t browse anymore, they ask. If that’s how the world is communicating, then our website shouldn’t describe the future of communications. It should operate like it. That’s the inspiration for the new ruderfinn.com, because at Ruder Finn, staying ahead of the market isn’t just part of our philosophy, it’s our practice.”

“Our platform is designed to evolve with the AI ecosystem, seamlessly incorporating the most advanced models available,” said Tejas Totade, CTO and Head of AI of Ruder Finn. “It’s the same philosophy we bring to client work. The differentiator isn’t the model, it’s the system design, the data strategy, and the human expertise layered on top. We aren’t the only agency doing this kind of work for clients, but we are just about the only one walking the technology, not just talking the technology, because we are a communications agency with a tech-company mindset.”

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The system architecture includes:

  • A growing knowledge graph that maps Ruder Finn’s capabilities, expertise, and engagement history. This layer is a highly structured internal database that organizes Ruder Finn’s services, capabilities, people, and work into defined relationships, manually built and maintained by agency experts and strategists to provide semantic grounding while ensuring responses are accurate, contextual, and relevant. Client mentions are anonymized in line with client agreements.
  • A “closed-loop” LLM that operates within a controlled environment. Inputs, outputs, and updates are optimized with AI but governed through human-in-the-loop workflows. The system uses Anthropic’s Claude models as its core engine, with custom layers tailored to Ruder Finn’s specific context and needs.
  • A moderation and review layer that enables expert oversight, protects client confidentiality, and ensures quality control as the system evolves. The system uses a Retrieval-Augmented Generation (RAG) architecture to retrieve approved internal content at runtime, helping ensure responses remain grounded in authorized information and aligned with privacy and compliance requirements. Ruder Finn has intentionally prioritized human approval as a permanent layer of the system, reflecting the realities of enterprise AI and the sensitivity of communications data.
  • An integrated CMS-to-vector pipeline roadmap, where approved content will begin to feed both traditional web pages and the vector index powering the retrieval layer.

The launch of the new ruderfinn.com mirrors how Ruder Finn itself operates as an organization, where technology merges with human expertise to amplify experiences and build stronger, more authentic connections.

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