AI agents that actually ship tests.
Not record-replay. Not screenshots. Real, maintainable test code — generated, healed, and orchestrated by AI, approved by your engineers.
Three capabilities. One agent architecture.
Generate
From user stories, production traffic, or PR diffs, our agents author Playwright / Cypress / API tests that survive refactors and pass your review.
- Reads your codebase, understands intent, writes tests that match your patterns
- Supports Playwright, Cypress, Jest, and custom API frameworks
- Every generated test goes through your existing review process
- Targets untested paths first — maximizes coverage per test written
import { test, expect } from '@playwright/test';
test('checkout flow completes with valid card', async ({ page }) => {
await page.goto('/cart');
await page.getByRole('button', { name: 'Checkout' }).click();
// Fill payment — generated from production traffic patterns
await page.getByLabel('Card number').fill('4242424242424242');
await page.getByLabel('Expiry').fill('12/27');
await page.getByLabel('CVC').fill('123');
await page.getByRole('button', { name: 'Pay' }).click();
await expect(page.getByText('Order confirmed')).toBeVisible();
});Heal
Selector drift, timing races, test data churn — the agents catch regressions, propose fixes, and merge them when CI is green.
- Understands test intent, not just selectors — fixes at the right level
- Proposes patches as PRs — your SDETs approve, they don't babysit
- Tracks flakiness patterns across runs to identify systemic issues
- Reduces false-positive CI failures that block your deploy pipeline
// Before (broken by UI refactor)
- await page.click('.btn-primary.submit-order');
+ // After (healed by intent — "submit the order")
+ await page.getByRole('button', { name: 'Pay' }).click();
// Agent detected: selector drift on .btn-primary
// Root cause: Button component migrated to Radix
// Fix: switched to role-based locator (stable)Triage
When CI fails, the Bug Triager agent analyzes logs, traces, and diffs to propose root cause and assignee — in under 90 seconds.
- Correlates test failures with recent commits and infrastructure changes
- Suggests root cause and assigns to the right engineer automatically
- Learns from past resolutions to improve accuracy over time
- Integrates with Slack, Jira, Linear for instant notifications
┌─ CI Failure Analysis ────────────────────────────┐
│ │
│ Failed test: checkout.spec.ts:14 │
│ Error: Element not found: #payment-form │
│ │
│ Root cause: PR #847 removed PaymentForm │
│ component (replaced by Stripe │
│ Elements in PR #849, not merged) │
│ │
│ Assignee: @sarah (PR #849 author) │
│ Confidence: 94% │
│ Time: 12s │
│ │
└──────────────────────────────────────────────────┘How agents fit in your pipeline.
Agents run inside your CI/CD. Your code never leaves your infrastructure.
- Source code
- Test suites
- PR diffs
- Generate
- Heal
- Triage
- GitHub Actions
- Test results
- Deploy pipeline
Every agent output is evaluated.
Our eval harness runs nightly against a dataset of expected behaviors. Regressions are blocked before they reach your review queue.
< 0.5 %
Regression rate across all agent outputs in pilot engagements.
Pilot data
Nightly
Eval harness runs against expected behaviors every night. Flagged outputs never reach your queue.
Full audit
Every agent action logged: what was read, generated, and proposed. Audit trail available to customers.
Works with your stack.
Our agents plug into your existing CI/CD and test infrastructure. No rip-and-replace.
CI/CD
- GitHub Actions
- GitLab CI
- Jenkins
- CircleCI
- Azure DevOps
Test Frameworks
- Playwright
- Cypress
- Jest
- Vitest
- pytest
Languages
- TypeScript
- JavaScript
- Python
- Java
- Go
- C#
Issue Tracking
- Jira
- Linear
- GitHub Issues
- Azure Boards