In multi-step approval workflows, which approval step has the longest average wait time exceeding 24 hours, and what is the overall approval chain completion rate?
Identifies bottlenecks in approval workflow chains to improve the approval experience and reduce end-to-end workflow completion times.
Metrics & KPIs
Required Data
Data Sources
Works with tools like
How Bruin answers this
Bruin AI Data Analyst
In multi-step approval workflows, which approval step has the longest average wait time exceeding 24 hours, and what is the overall approval chain completion rate?
Bruin connects to your Product Analytics, Data Warehouse and runs the analysis automatically.
It tracks Average wait time per step, bottleneck step identification, chain completion rate and delivers the answer in seconds, in Slack, Discord, Teams, Google Chat, WhatsApp, Telegram, email, or your browser.
Related use cases
Feature X Retention Impact
Are accounts that used Feature X in the first week retaining at 2x the rate of those who didn't after 90 days?
Product AnalyticsPower User Feature Usage
Which 3 features are used by more than 80% of accounts in our top-spending decile but less than 20% of all accounts?
Product AnalyticsSession Duration by Feature
Which features have average session durations above 10 minutes and are used by fewer than 15% of active users?
Bruin for SaaS
Use cases across every team in your SaaS company, from churn & retention to revenue operations, product analytics to engineering. One AI that speaks your data.
Get this answer in seconds
Connect your data, ask the question, get the answer. No SQL needed.