Introduction
Organizations often fund analytics before they stabilize the integrations that feed those dashboards.
Section 01
A stronger sequence
When source systems disagree on masters, statuses, or timing, reporting becomes a negotiation instead of a decision tool.
A stronger sequence is: clarify the business process, stabilize integrations and data contracts, then design analytics on trustworthy foundations.
This approach reduces rework and makes AI and automation investments more durable.
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