Your enterprise chatbot is only as good as the knowledge behind it

Vodafone moved first-time resolution from 15% to 60%. The enterprise chatbot knowledge base, not the model, decides whether your AI understands your company.

RAG as a service is the rational default for enterprise AI

Enterprises spent $37 billion on generative AI in 2025, but only 17% see real EBIT impact. The variable that decides outcomes is retrieval infrastructure, not the model, and it costs $40,000 to $80,000 to build before the second team to maintain it.

Solving the Enterprise AI Build-Buy Dilemma

Enterprise AI use cases flipped from 53% bought to 76% bought in a single year. Buying clears the deployment hurdle. Only the 6% with mature data foundations earn real returns on either path.

How people use AI matters more than which AI they use

Organizations spending identical amounts on identical AI models see returns ranging from 2% to 300%. The variable is how the product is designed, not which model powers it.

What exactly IS prompt engineering?

Prompt engineering is where AI results start, not where they peak

The real benefits of adding an AI chatbot to your website.

Companies with strong knowledge bases achieve 75% AI resolution rates and 369% ROI. The 39% that fail almost always have an infrastructure problem, not a model problem.