AI Money Pulse

Enterprise Spending and AI ROI

Tracks whether enterprise AI budgets are durable and tied to measurable ROI.

Layer Health Score
76

Current strength from layer metric scores weighted by data confidence.

Layer Stress Buffer
42

How much cushion this layer has against overheating and deterioration signals. Higher means more room.

Layer Data Confidence
42

Freshness, estimate labeling, and source coverage for this layer.

Enterprise Spending and AI ROI Trend
Positive Drivers
Enterprise Software Revenue Growth+13.3
ServiceNowChange 6.75SEC Company Facts: SERVICENOW, INC. revenue
Net Revenue Retention+9.7
ServiceNowChange 2Company filings seed fixture
Sales Cycle Length Change+8.8
SnowflakeChange -4Company filings seed fixture
Negative Drivers
AI Usage vs Paid Revenue Gap-6.7
ServiceNowChange 11Manual analyst input
Net Revenue Retention-5.8
SalesforceChange -6Company filings seed fixture
Sales Cycle Length Change-5.3
AdobeChange 8Earnings commentary seed fixture
Layer Metrics
MetricLayerDirectionWeightLatestData Confidence
Enterprise Software Revenue GrowthEnterprise Spending and AI ROIHigher is better0.1884.71
30
Net Revenue RetentionEnterprise Spending and AI ROIHigher is better0.22103
44
AI Attach RateEnterprise Spending and AI ROIHigher is better0.224
44Estimated
AI Usage vs Paid Revenue GapEnterprise Spending and AI ROILower is better0.228
44Estimated
Sales Cycle Length ChangeEnterprise Spending and AI ROILower is better0.213
44
Layer Alerts
SeverityDateTitleLayerEntityEvidence
Watch
AI usage is not keeping pace with paid revenue
Usage growth is materially ahead of paid AI revenue growth, so monetization quality is lagging adoption.
Enterprise Spending and AI ROIServiceNow
Warning
AI adoption rose while net revenue retention weakened
Reported AI adoption is not preventing weaker expansion or churn signals.
Enterprise Spending and AI ROISalesforce