vibe coding → vibe testing

Build with AI.
Test with AI.
Ship without fear.

Vibe Testing is what happens when developers who build with AI also validate with AI. No test scripts. No maintenance.
Just devassure test in your CI.

Add to GitHub ActionsSee how it works →
The vibe coding gap
Everyone's building faster.
Nobody's testing what they ship.

AI coding tools changed how fast code gets written. They didn't change how often bugs reach production.

AI-generated code quality
1.7×

more major issues in AI co-authored code compared to human-written code. — CodeRabbit analysis, 470 PRs

Security vulnerabilities
2.74×

higher rate of XSS and security vulnerabilities in AI-generated code versus manually written code.

Debugging paradox
63%

of vibe coders report spending more time debugging than before they started using AI coding tools.

Project survival
40%

of AI-augmented coding projects will be cancelled by 2027 due to quality and maintenance costs. — Gartner

What is vibe testing?
Testing that keeps up with how you build.
Vibe Testing is a new paradigm where AI agents autonomously validate your application on every code change — generating, executing, and maintaining tests without developers writing a single script. If vibe coding lets you describe what to build, vibe testing lets an AI verify it actually works.
No selectors. No frameworks. No maintenance.
Setup in 2 minutes
One workflow file.
Every PR tested.

Add DevAssure O2 to your GitHub Actions workflow. When a developer opens a PR, O2 reads the diff, maps which user flows are affected, generates E2E tests, runs them on real browsers, and posts results back to the PR. Your team never writes or maintains a test.

.github/workflows/devassure.yml
name: DevAssure O2

on:
  pull_request:
    branches: [main]

jobs:
  test:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
        with:
          fetch-depth: 0
      - uses: devassure/devassure-action@v1
        env:
          DEVASSURE_TOKEN: ${{ secrets.DEVASSURE_TOKEN }}
How vibe testing works
From push to validated.
No human in the loop.
01

Reads the code diff

O2 starts from the branch comparison or commit hash. It parses changed files, functions, and dependencies to understand what was actually modified.

// diff: feature/checkout → main
changed_files: 18
context_built: 130 lines analyzed
+ discount logic rewritten
- old_discount_calc() removed
02

Maps the blast radius

Instead of guessing, O2 traces changes to the exact user journeys and screens most likely to break. Checkout changed? It tests checkout — not the settings page.

impact_analysis:
  process_order
  ├── checkout AFFECTED
  ├── inventory WATCH
  └── email    SAFE
affected_flows: 9
03

Generates targeted tests

O2 auto-creates E2E test scenarios for the impacted flows. Tests are written in plain English YAML — no Playwright, no Cypress, no selectors.

summary: Checkout with discount
priority: P0
steps:
  - add item to cart
  - apply promo code SAVE20
  - verify discount applied
  - complete checkout
tags: [checkout, discount]
04

Executes on real browsers

Tests run in headless Chrome within your CI pipeline. If a selector drifts or UI shifts, the agent adapts its path in real time. Zero flakiness.

session_id: da_8f2a1c9b
browser: chrome-headless
tests_run: 27
passed: 26
failed: 1

✗ P0 Bug: test_payment_retry_flow
→ Discount not applied on retry
05

Results in your PR

O2 posts results as a GitHub check. Bugs are flagged with screenshots and session replays. Your team reviews code, not test scripts.

GitHub PR #347
──────────────────
 DevAssure O2 — 26/27 passed
 1 bug detected
  ↳ Screenshot attached
  ↳ Session replay: da_8f2a1c9b

Merge blocked until resolved
The shift
From writing tests to shipping code.

Here's what changes when you switch from traditional test automation to vibe testing with DevAssure O2.

✕  Without vibe testing
  • Write Playwright/Cypress scripts for every feature
  • Maintain selectors as UI evolves
  • Debug flaky tests every sprint
  • QA becomes a bottleneck — PRs pile up
  • AI-generated code ships without validation
  • Test suite grows slower than the codebase
✓  With DevAssure vibe testing
  • Tests auto-generated from code diffs
  • Agent adapts when UI changes — self-healing
  • Zero flakiness — no brittle selectors
  • Every PR tested before merge, automatically
  • Works whether code is human-written or AI-generated
  • Coverage scales with code output, not QA headcount
Results
What teams see after switching.
~0
Test maintenance
128hr
QA time saved / month
100%
Reliable test runs
Faster releases
Fits your stack
Works where you already build.
GitHub Actions
VS Code
Cursor
Claude
CLI
Terminal
.devassure/tests/signup.yaml
summary: Signup form validation
priority: P0
steps:
  - open app url
  - open signup page
  - enter all mandatory fields
  - leave email field empty
  - click SignUp button
  - verify signup is not successful
  - verify error message is shown
tags: [ux, signup, form]
Plain English. Not Playwright.
Write tests like you'd explain them to a teammate.

No selectors. No page objects. No framework lock-in. Describe what should happen in YAML, and the O2 agent figures out how to execute it. When the UI changes, the agent adapts — you never touch the test again.

Or skip writing tests entirely — O2 can auto-generate them from your code diff. That's vibe testing.

Get started

Stop writing tests.
Start shipping with confidence.

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