5 Pitfalls with LLMs and GenAI Orchestrator in Contact Centers

GenAI Orchestrator in Contact Centers
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Why GenAI Orchestrator in Contact Centers?

Automation in contact centers has evolved significantly with the advent of large language models (LLMs). While these technologies offer numerous benefits, they also present pitfalls that can impact customer experience and operational efficiency. In our previous blog, we covered 7 Top Challenges with GenAI Orchestrator in Customer Service. Let’s dive into five common pitfalls and how you can overcome them with the help of a GenAI Orchestrator, specifically, the Teneo LLM Orchestrator.

Teneo Ecosystem 2024 with LLM Orchestration

What is an LLM?

LLMs, or Large Language Models, are advanced AI systems designed to understand, generate, and process human language. Examples include, GPT-4o, Google Gemini, Meta LLaMa, and Anthropic Claude. They are trained on vast amounts of text data and can perform a variety of language-related tasks, such as answering questions, generating text, translating languages, and more. LLMs leverage deep learning techniques to predict and generate text, making them powerful tools for natural language understanding and generation. Using the right LLM depends on your businesses needs and budget. See the 8 Best LLMs in Conversational AI: Challenges & Best Practices for tips and tricks on which LLM to use for Conversational AI.

List of three Large Language Models, GPT-4o, GPT-4, and GPT-3-5

With that being clear now, lets dive into five common pitfalls and how you can overcome them.

1. Over-Automation

While automating responses can save time, over-reliance on LLMs can lead to impersonal interactions. The Teneo LLM Orchestrator provides a balanced approach, allowing seamless integration of automated and human responses. By intelligently routing complex queries to human agents and handling straightforward issues with automation, Teneo ensures that your customers always receive a personal touch when needed. This orchestration not only improves efficiency but also enhances customer satisfaction.

Graphic illustrating the balance between AI and human intelligence in contact centers.

2. Inconsistent Responses

Without a proper orchestration framework, different LLMs may produce conflicting information, confusing customers and damaging your brand’s credibility. These are known as LLM Hallucinations, please see 5 Ways to Deal with LLM Hallucinations for more info. The Teneo LLM Orchestrator excels in maintaining consistency across all interactions. It centrally manages multiple AI models, ensuring they work together harmoniously and deliver consistent, accurate responses. With Teneo, you can trust that your customers will receive the right information every time, across all communication channels.

LLM hallucination example

3. Limited Knowledge Base

LLMs require access to a comprehensive and up-to-date knowledge base to function effectively. The Teneo LLM Orchestrator not only integrates with existing knowledge management systems but also continuously updates and refines its knowledge base. This ensures that your LLMs are always equipped with the latest information, enabling them to provide accurate and relevant answers to customer inquiries.

Visual showing Teneo RAG in action, where a user wants to create a refund

4. Difficulty in Escalation

Automating the escalation of complex issues can be challenging. The Teneo LLM Orchestrator handles escalations seamlessly by integrating with any CRM systems or Contact Center Platform, like Genesys Cloud, or Amazon Connect. It can recognize when a customer query requires human intervention and efficiently routes it to the appropriate department or agent. This ensures that complex or sensitive issues are addressed promptly, preventing customer frustration and improving overall service quality.

Teneo handles escalations seamlessly

5. Monitoring and Compliance

Maintaining compliance with industry regulations is crucial in customer service. The Teneo LLM Orchestrator offers robust monitoring tools that track interactions for compliance and quality assurance. It ensures that all communications adhere to legal and regulatory standards, protecting your business from potential liabilities. With Teneo, you can confidently navigate the complex landscape of data privacy and compliance, knowing that your customer interactions are secure and compliant.

Scalable AI Orchestration with Teneo

Ready to discover more GenAI Orchestrator in Contact Centers?

Struggling with these pitfalls in your contact center automation? Contact us to learn how the Teneo LLM Orchestrator can help you optimize your operations and deliver exceptional customer service with our cutting-edge GenAI Orchestrator technology!

FAQ about GenAI Orchestrator in Contact Centers

What is a GenAI Orchestrator?

A GenAI Orchestrator, like the Teneo LLM Orchestrator, is a sophisticated platform that manages and coordinates multiple large language models (LLMs) and other AI technologies. It ensures that these models work together seamlessly to deliver consistent and accurate responses across all customer service channels.

How does the Teneo LLM Orchestrator improve customer interactions?

The Teneo LLM Orchestrator enhances customer interactions by providing a balance between automation and human touch. It intelligently routes queries, maintains consistency in responses, and ensures real-time access to updated information, resulting in improved customer satisfaction and efficiency.

Can the Teneo LLM Orchestrator help with compliance?

Yes, the Teneo LLM Orchestrator includes comprehensive monitoring tools that help ensure all customer interactions comply with relevant regulations and standards. This is crucial for industries with strict compliance requirements, such as finance and healthcare.

Is it possible to customize the Teneo LLM Orchestrator to fit our brand voice?

Absolutely. The Teneo LLM Orchestrator offers extensive customization options, allowing you to tailor the responses to reflect your brand’s unique voice and style. This helps maintain a consistent brand image across all customer interactions.

How do I get started with the Teneo LLM Orchestrator?

To get started, contact us for a consultation. We’ll guide you through the setup process and help you integrate our GenAI Orchestrator into your existing systems, ensuring a smooth transition and immediate benefits.

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