Heal
Concepts

Comparison

Heal vs Playwright and Cypress, and Heal vs Browser-use — where Heal fits in the testing landscape.

Comparison

This page has two sections: Heal vs Playwright and Cypress (traditional frameworks) and Heal vs Browser-use (session-based / LLM agents).


Heal vs Playwright and Cypress

Heal is built on top of Playwright and stays compatible with it. Compared to raw Playwright or Cypress, Heal adds self-healing, stable selectors, and a higher-level API while still giving you deterministic, versionable test code.

AreaPlaywrightCypressHeal
Runner & APIModern, cross-browser, one API for all. You write explicit selectors and steps.Own runner and API; different ecosystem from Playwright.Playwright under the hood. You use Heal’s API (heal.click(), heal.assert(), etc.) or drop to Playwright when needed. Export to plain Playwright anytime.
Selectors & maintenanceYou maintain selectors. DOM or copy changes often break tests; you fix locators by hand.Same: you own selectors and updates.Self-healing. Heal generates and caches stable selectors; when the DOM changes, Heal can heal or suggest fixes. Less brittle, less manual maintenance.
How you write testsImperative: page.click('button'), expect(locator).toBeVisible(). Full control, more boilerplate.Chainable API, different style. No built-in self-healing.Higher-level + escape hatch. heal.click("Submit"), heal.assert("Welcome") by intent; you can mix in raw Playwright for edge cases.
Determinism✅ Fully deterministic. Same code, same path every run.✅ Deterministic.Deterministic. Same as Playwright: same path every run, no LLM per step.
CI / scaleFast, cheap, runs anywhere.Fast, own infrastructure.Same as Playwright. Runs in CI; Heal’s cache and healing don’t require an LLM call per step.
Lock-inN/A.Cypress ecosystem.No lock-in. Playwright-compatible; export to Playwright and keep going.

Summary: Heal gives you Playwright’s reliability and portability with self-healing and a higher-level API. Compared to Cypress, Heal is in the Playwright world and adds healing and stability on top of a modern runner.


Heal vs Browser-use (session-based / LLM agents)

Browser-use is a game-changer for "self-healing" automation, but it trades determinism for intelligence. In professional QA you need to know that if a test fails, it's because the code changed—not because the AI "thought" differently today.

The table below outlines the main downsides of Browser-use for QA and how Heal addresses them.

AreaBrowser-useHeal
DeterminismNon-deterministic. The agent might click "Home" before "Profile" one day and "Profile" directly the next. Same instruction, different paths.Deterministic. Tests follow the same path every run. Heal generates and caches stable selectors and steps; you get reproducible runs and fewer false positives.
Flakiness & debuggingHard to tell if a failure is a real bug or the AI getting confused (e.g. by a slow-loading pop-up). Flaky tests are difficult to debug.If a test fails, it's because the app or selectors changed—not because the model "vibed" differently. You can inspect and fix the generated code.
Negative testingAgents are built to be "helpful." They may "fix" invalid input or avoid strict payloads, so it's hard to test validation, SQL injection, or exact error messages.You write or generate precise test code. You control inputs and assertions; you can force invalid payloads and assert on exact error messages.
Speed & costEach step: capture page → send to LLM → wait for reasoning → execute. A full regression suite can take hours; 1,000 tests/day via GPT-4o/Claude is expensive.Heal runs cached steps and assertions locally; LLM is used for generation/healing, not every step. Faster runs and lower cost at scale.
Test oracle (pass/fail)The AI often judges pass/fail itself; it can hallucinate "Success" when the page shows "Error," leading to false positives.Hard assertions (e.g. heal.assert(), Playwright expect()). Pass/fail is based on explicit checks, not an AI "vibe check"—rigorous enough for mission-critical QA.
DOM scale & complexityVery large DOMs (e.g. enterprise apps) can exceed context; deep Shadow DOM/iframes can disconnect "vision" from HTML and cause missed or wrong elements.Heal uses structured selectors and caching; less reliance on full-page context for every action. You can combine Heal with raw Playwright for complex DOM/iframes.

Summary (Heal vs Browser-use)

You need…Browser-useHeal
Same path every run❌ LLM chooses path each time✅ Deterministic, cached steps
To know why a test failed❌ Unclear (AI vs app)✅ Inspect code and selectors
Negative / edge-case testing❌ Agent tends to "fix" input✅ You control exact inputs and asserts
Fast, cheap regression runs❌ LLM per step, high latency/cost✅ Local execution, LLM for generation/healing
Hard assertions, no hallucinated pass❌ AI as judge → false positives✅ Explicit assertions as oracle
Large / complex DOMs❌ Context and vision limits✅ Selectors + cache; mix with Playwright

Heal is built for professional QA: deterministic runs, explicit assertions, and test code you can version, debug, and run at scale—without trading rigor for intelligence.