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North Highland

Last-Mile AI Integration Architecture

The problem this solves

AI pilots that stay siloed and never integrate across enterprise systems
North Highland helps enterprises orchestrate, integrate, and govern AI across fragmented technology landscapes — the "last mile" where AI models must connect to enterprise data, business processes, and human workflows. The engagement applies a vendor-agnostic five-layer framework spanning data foundation, agent interaction protocols, metadata management, observability, and governance to move organizations beyond isolated AI experiments toward cohesive, adaptive ecosystems.
Technique

Design fallback paths that revert to simpler systems or human review

“Fallback Mechanisms: Designing strategies for handling partial failures, such as reverting to simpler systems or requesting human intervention when advanced AI functionalities encounter problems.”

— The AI Last Mile: Building Sustainable Integration for Data, ...

AI integrationAgentic AIAI governanceData architectureChange managementInteroperability

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