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AI agent retrieving a metric from a calculated data layer instead of raw data
BI & ReportingRevenue IntelligenceRevOpsSaaS RevOps AI Agents

Why Calculated Data Is Essential for Accurate and Cost-Effective AI

Summary AI hallucinations and runaway token costs share a single root cause: AI processing raw, undefined business data. A calculated data layer — pre-defined business metrics like ARR, pipeline coverage, or win rate — gives AI grounded answers instead of forcing it to guess. The result is fewer hallucinations, lower token usage, and decisions you

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