Insights

Practical thinking for teams building with AI, data, and digital systems.

Executive perspectives, technical playbooks, and transformation insights from the Appxerbia team.

6 articles

Most organizations have run at least one GenAI pilot. Far fewer have deployed a production AI system. Understanding the gap between the two …

RAG 2.0 is not an incremental improvement to language models. It is a new category of enterprise infrastructure that changes how organizatio…

Agentic AI is not the next version of the chatbot. It is a fundamentally different deployment model that changes what AI can accomplish in b…

Regulated industries are not inherently AI-hostile. But they require a different starting point — one grounded in data governance, complianc…

Despite the attention on language models, embeddings, and AI architectures, the single biggest determinant of AI success in enterprise setti…

Enterprise AI adoption fails as often through poor product design as through poor AI performance. The discipline of human-AI interaction des…

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