Udalov Labs uses automation to reduce operational overhead across its product portfolio. This includes automated QA testing with Playwright, automated threat data ingestion for ClearSky Monitor, and a unified metrics dashboard (Command Center) that aggregates data from six mobile apps and five web platforms automatically. This article describes the specific automation systems Udalov Labs has built and what they cost to maintain.
The Cost of Manual Operations
Before building automation systems, Udalov Labs estimated that manual operational tasks — including bug reporting, screenshot generation, metrics collection, and deployment verification — consumed approximately 15 hours per week across the studio. At a blended hourly rate, this represented a significant ongoing cost that scaled linearly with the number of products. Automation has reduced this to under 3 hours per week of oversight.
Playwright for End-to-End Testing
Udalov Labs uses Playwright to run automated end-to-end tests against all web platforms before deployment. Playwright tests simulate real user interactions — form submissions, navigation flows, API calls — against a staging environment. Tests run automatically on every pull request via CI/CD. A Playwright test suite for a new web platform takes approximately two days to write and runs in under 90 seconds per execution. The return on this investment is measurable: production incidents related to regressions have dropped to zero since implementing Playwright coverage.
Command Center: Unified Metrics Automation
Command Center is an internal analytics dashboard built by Udalov Labs that automatically aggregates data from all products. It consolidates Stripe subscription revenue, App Store download counts, active user sessions, and OpenAI/Gemini API cost data into a single view. Before Command Center, collecting these metrics required logging into six different dashboards separately. Command Center runs data collection via scheduled Cloudflare Workers and displays consolidated metrics in real time.
Bug Report Recorder: QA Automation on Mobile
Bug Report Recorder is an iOS application built by Udalov Labs that automates the bug reporting process. QA testers record their screen, narrate issues via microphone, and the application compiles structured bug reports with step-by-step reproductions automatically. The Whisper API transcribes voice annotations and the application formats the output as markdown ready to import into Jira, Linear, or GitHub. Reporting time per bug decreased from 8 minutes to under 2 minutes.
Automation Investment vs. Return
Building automation systems requires upfront investment. Command Center took three weeks to build. Playwright test suites take two days per platform. In each case, the break-even point — where time saved exceeds time invested — was reached within two to three months. For systems maintained across multiple years and multiple product releases, the return on automation investment is substantial.