AI for Mobile MonitoringJason Arbon

Problem

Fix Attempt

Solution

Source of Production BugsContinuous Integration (CI)

Continuous Delivery (CD)

Microservices/Operations

App store Deployment Cadence

….Complexity

Manual Testing can’t Keep up

Scripted Automation can’t keep up

Log ‘GREP’ not enough (UX)

Welcome Machine Learning (aka AI)Robots just generated basic tests

...and generate verifications

Repeat Mindlessly in production

Problems to Solve via AIInput

Validation

Alerting/Prioritizing

Input

Input

Training The AIExamples of Good Behavior

● Good (or Bad) Screens● Good (or Bad) Performance for each screen

Training The AI

Verify Behavior

BenefitsDon’t need to know all failure modes ahead of time!

Code is ‘Generated’ vs hand-crafted (time + $)

No code maintenance (time + $)

Sounds clever ($)

@appdiff: team is already monitoring 1000’s of apps

jason@appdiff.com