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The Stably platform has evolved. The Web Editor, CLI, and Cloud Runner are built on a fundamentally different architecture: your tests are real Playwright code stored in Git, maintained by AI agents that fix root causes instead of patching symptoms at runtime. Teams that have migrated consistently report at least 2x lower AI costs for the same coverage — with many seeing 50–80% savings.
Your Classic tests won’t appear in the Web Editor automatically — they need to be migrated first. Migration is AI-assisted and typically takes minutes, not days.

At a Glance

ClassicWeb Editor + CLI
Test formatNo-code steps in Stably UIPlaywright TypeScript in Git
EditingWeb UI onlyWeb Editor, CLI, or any IDE
Auto-fixRuntime auto-heal on every runPost-run Autofix — analyzes root cause, applies a permanent code fix, validates in a real browser
AI costAuto-heal burns tokens on every executionAI only invoked when something actually breaks
Cost visibilityLimitedPer-run cost breakdown with spending limits
FlakinessAuto-heal can mask underlying timing issuesDeterministic tests with proper wait strategies
DebuggingLimited visibilityFull traces, screenshots, DOM snapshots, commit-aware triage
ExecutionStably Cloud onlyAnywhere — Cloud, CI, or locally with npx playwright test
Version controlNoneGit-backed with full history

Key Benefits

Dramatically Lower Costs

Classic auto-heal triggers AI calls on every test execution. These costs compound quickly — especially on scheduled suites — and they’re hard to predict because the amount of healing varies run to run. With the Web Editor + CLI, tests are resilient from the start. AI is only invoked when something genuinely breaks, and Autofix fixes the underlying code so the same issue doesn’t recur. One team eliminated 80–90% of their AI calls after migrating. The auto-heal overhead that had been silently inflating their bill disappeared because their tests no longer needed constant runtime patching. Every run now includes a detailed cost breakdown — AI tokens and browser minutes — so you can see exactly where spend goes. You can also set spending limits to prevent surprise bills.

Smarter Auto-Fix

Classic auto-heal patches broken selectors live during each run. If you don’t accept the fix, it triggers again next run, and again the run after that. Autofix takes a different approach:
  • Root cause analysis — compares recent commits with past runs to pinpoint why tests broke, not just what broke
  • Permanent fixes — edits your test code (or application code) rather than patching at runtime
  • Validated with proof — re-runs the fix in a real browser and provides screenshots, traces, and DOM snapshots before anything reaches your codebase
  • Delivered as a PR — when your repo is connected, fixes arrive as reviewable pull requests
  • Grouped by root cause — catches shared issues across multiple failing tests instead of fixing them one by one

Tests Live in Your Codebase

After migrating, your tests are standard Playwright TypeScript in a Git repository — either your own or a Stably-managed one.
  • Edit anywhere — Web Editor, VS Code, Cursor, or any IDE. Changes sync automatically.
  • Review changes — standard code review workflows with diffs, PRs, and branch history
  • Run anywherenpx playwright test works out of the box, no Stably dependency required
  • No lock-in — your tests are Playwright code you own. If you ever leave Stably, the tests still work.

Less Flakiness, Faster Runs

Classic auto-heal can mask flakiness — a test with a timing issue might “pass” after a few retries, but the underlying problem persists and the retries burn credits every run. The Web Editor + CLI produce deterministic tests with proper wait strategies, stable selectors, and the SDK’s AI locator when needed. When a test fails, it fails for a real reason — and you get full traces with screenshots to debug it. Without retry loops, tests also run faster. The Cloud Runner uses auto-scaling infrastructure for parallel execution, and the CLI can connect to dozens of cloud browsers simultaneously.

Flexible Test Creation

Classic offers one way to build tests: the no-code editor in the browser. The Web Editor + CLI give you multiple paths depending on your workflow:
ApproachBest for
Web Editor AI chatQuick creation — describe what you want in natural language, iterate conversationally
Browser recorderCapturing real user flows by clicking through your app
CLI (stably create)Terminal-first workflows, CI automation, creating tests alongside code changes
Your IDE + Stably SDKFull control — write Playwright tests directly with AI coding assistants like Cursor or Copilot
You can create multiple tests in a single session, and the AI references patterns from your existing tests for consistency.

FAQ

They remain available but won’t appear in the Web Editor until you migrate them. Migration is AI-assisted — an agent converts your Classic steps to Playwright code, applies compatibility fixes, and commits the result for your review. Most teams complete migration in a single session.
No. The Web Editor provides the same visual, no-code editing — drag-and-drop steps, click-to-edit selectors, AI assistance — but backed by real Playwright code and Git version control. You can switch between the visual view and code view at any time.
No. Your Classic scheduled runs continue as-is until you’re ready to switch. You can set up new schedules for migrated tests in parallel, verify they work, and then retire the Classic ones on your own timeline.
Yes. Migrate one suite at a time. Classic and Web Editor tests coexist in the same project during the transition — there’s no all-or-nothing cutover.
The AI-assisted migration uses a small amount of AI credits — negligible for most projects. Contact support if you’d like migration credits applied to your account.

Ready to Migrate?

Migration Guide

Step-by-step instructions — AI-assisted or manual export

Web Editor Quickstart

See the Web Editor in action

CLI Quickstart

Create and run tests from your terminal

Autofix Guide

See how the new Autofix works