Does an AI finance workflow require replacing existing systems?

Not necessarily. Define which systems remain authoritative and which analytical steps the new layer performs. Octopus AI's published case study retains the existing finance stack.

What matters more than a connector count?

Whether the required records, mappings, permissions, and refresh behavior work correctly in your workflow. A connector list does not establish that a particular data model is supported.

What is a useful pilot output?

A reviewed report with source lineage, explicit assumptions, unresolved exceptions, and a comparison against the current process. Scope one process with Octopus AI.

Enterprise AI financial data infrastructure: what the workflow needs

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