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Unlocking Conversational Analytics on a Modernized Estate

A retail group finished a warehouse modernization but left its reporting layer untouched, so business users still wait on analysts despite the new platform underneath.

Runs onSetu

How the work runs

The pressure that made this worth automating, the steps the system runs, and what came out the other side.

Pressure & Trigger Points

  • The modern warehouse is underused because the reporting habits built on the legacy estate did not change with it.
  • Analysts remain the bottleneck for every ad hoc question, despite the data now being queryable.
  • Leadership cannot justify the platform investment without a visible change in how people get answers.

The run · 5 operational steps

Click any step to inspect telemetry signals, model reasoning, and governance gates.

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1

Estate Assessment

The existing report estate is catalogued against the new warehouse to find what can be retired outright rather than migrated.

Input Signal:

Real-time operational telemetry & queue

Reasoning Pattern:

MCP grounded vector inference

Governance Gate:

Policy constrained with audit write-back

Verified Business Outcomes

  • A large share of the legacy report estate retired rather than carried forward.
  • Governed conversational analytics available on the modernized platform.
  • Platform investment visible to the business in how questions get answered.

Capabilities this relies on

  • system connectors
  • document intelligence
  • parity validation
  • workflow orchestration
  • nl to query

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