How governed conversational analytics gave business users real-time, natural-language access to enterprise KPIs, retired a brittle prompt-based process, and moved reporting back inside the supported enterprise stack
For a global manufacturer, the challenge was not a lack of KPI data – it was the effort required to access it. Business users depended on technical teams for routine reporting requests, while many decisions were driven by static XLS and CSV extracts that were often outdated by the time they were reviewed.
Infocepts partnered with the organization to build a governed conversational analytics platform that puts trusted KPI insights directly into the hands of business users. By combining real-time Snowflake access, centralized KPI governance, and natural-language querying, the solution transformed how leaders explore performance data.
The result is a self-service analytics experience that delivers real-time answers to business questions, reduces dependency on technical teams, and ensures everyone works from the same governed set of metrics.
The organization’s KPI reporting process relied heavily on technical teams to retrieve and interpret data. Routine questions about trends, comparisons, and performance often became queued requests, while static spreadsheet extracts introduced delays, inconsistencies, and concerns around data freshness.
KPI definitions were embedded directly into prompts and required manual maintenance with every data update, creating operational risk and governance challenges. At the same time, analytics tools operating outside the approved enterprise stack raised concerns around security, compliance, and scalability.
Infocepts addressed these challenges by implementing a governed conversational analytics solution with real-time Snowflake connectivity, centralized metadata management, and business-validated intelligence models-enabling secure self-service access to trusted KPI insights while improving governance, accuracy, and decision-making speed across the organization.
The transformation delivered tangible, measurable results:
Real-Time
Zero
Governed
In-Stack
