Insights

Challenge A leading SaaS platform operating in a competitive and volatile market sought to improve how marketing performance was measured and forecasted. Existing analytics focused primarily on short-term subscription response, which made it difficult to distinguish temporary fluctuations from meaningful changes in underlying demand. As a result: Short-term performance volatility triggered reactive budget decisions Upper-funnel and brand investments appeared inefficient ...