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Business Analytics Suite

Product Intelligence

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AI Generated Summary

AI analyzed 18.4 million product usage records today across Preadmin’s platform surface. Feature adoption remains healthy overall, with the AI Insights module hierarchy showing a projected 14.8% quarterly increase in deep engagement. One anomaly was detected: adoption of Feature Store fell sharply following last week’s configuration release. Recommendation: prioritize in-product onboarding nudges for the Machine Learning module to lift feature depth beyond first-use.

Preadmin Generated 4 min ago 94.2% confidence Business impact +$186K retained ARR 1 adoption anomaly

Feature Adoption Rate

71.4%

+3.1% vs last quarter

Avg Features Used / Account

8.2 of 34

+0.6 vs last quarter

Power Users (Deep Adoption)

2,940

accounts using 15+ features

Modules with Declining Adoption

1

Machine Learning · Feature Store

Feature Adoption Hierarchy

Radial hierarchy view · Platform → Module → Feature usage share

Hierarchy view
34 features tracked across 6 modules

Adoption Depth Distribution

Accounts grouped by number of features used

2,940 power users across 8,420 accounts

Session Depth by Module

Avg in-module actions per session

AI Insights leads at 12.4 actions/session

Top Features Usage Ranking

Ranked by session count across the platform

# Feature / Page Module Sessions Trend Open
34 features tracked across 18.4M daily sessions

AI Feature Adoption Insights

AI Copilot adoption within the AI Insights module is projected to reach 68% of accounts by year-end.

Feature Store usage within Machine Learning is declining 14.8% week-over-week after the latest release.

Accounts that adopt Smart Insights within 14 days go on to use 2.3× more features platform-wide.

Administration module adoption is stable at 61%, tracking in line with account governance requirements.

4 insights generated from 18.4M usage records

Feature Adoption Timeline

Feature Store adoption dropped 14.8% after a configuration release

3 days ago

AI Copilot crossed 22,800 monthly sessions after in-app tour rollout

6 days ago

Smart Insights onboarding checklist shipped to all Enterprise accounts

1 week ago

Updated continuously from usage telemetry

Feature Adoption Reports

View all reports
Report Module Created Actions
Feature Adoption Hierarchy ReportAll Modules2 days ago
Feature Store Adoption Decline AnalysisMachine Learning3 days ago