AI-Driven Testing · Autonomous Agents

Agentic QA.
Autonomous Test Automation.

LLM-powered agents that generate tests, heal broken locators, triage failures and reduce flake — so your team ships faster with less manual regression work. Built by a working SDET, deployed in real production pipelines.

LLM Test Generation Self-Healing Locators Autonomous Triage Production-Ready
The Shift

Test automation, but the tests write themselves.

Traditional QA automation still requires humans to write every test, fix every broken selector, triage every failure. Agentic QA hands those repetitive jobs to LLM agents — leaving your engineers to solve the interesting problems.

Traditional QA
  • ✗ Humans write every test manually
  • ✗ Broken selectors block CI for hours
  • ✗ Flaky tests debugged one by one
  • ✗ Regression coverage plateaus at ~40%
  • ✗ QA engineers stuck on maintenance
Agentic QA
  • ✓ LLM agents generate tests from specs
  • ✓ Self-healing locators auto-recover
  • ✓ Failure triage clusters by root cause
  • ✓ Coverage scales past 80%+ realistically
  • ✓ QA engineers focus on strategy
Our Approach

Six agentic layers built into your existing stack.

We don't rip out your framework. We layer intelligent agents on top of Playwright, Cypress or Selenium — augmenting what you already have with autonomous capabilities.

1

Test Generation Agent

Parses user stories, PR diffs or Figma flows and generates ready-to-run Playwright/Cypress test skeletons with realistic assertions. Human review before merge, but 90% of the boilerplate is gone.

2

Self-Healing Locators

When a selector breaks, our healer agent tries fallback strategies (text, ARIA role, sibling context, ML similarity) to recover the element and updates the test with the working locator. CI stops failing on cosmetic UI changes.

3

Autonomous Failure Triage

Failed test runs get grouped by LLM-detected root cause — app bugs, flaky tests, environment issues, data problems. Instead of 50 red tests, your team sees 3 real issues clustered with evidence.

4

Exploratory Test Agent

Autonomous browser sessions that explore your app, discover edge cases, and file bug reports with reproducible steps + screenshots. Runs nightly, surfaces issues humans miss.

5

Coverage Gap Analyzer

Cross-references your test suite against actual production traffic (Sentry, Datadog, LaunchDarkly) and highlights user flows you're not covering. Prioritized by revenue impact and error frequency.

6

Test Maintenance Bot

Auto-refactors tests when your app changes: renamed elements, restructured DOM, new component libraries. Reduces test debt by ~70% and keeps your suite green through refactors.

Tech Stack

Built on the tools serious teams already use.

No proprietary black boxes. Everything runs on open standards with LLM providers you control.

LLM Providers
Anthropic ClaudeOpenAI GPT-4Google GeminiLocal (Ollama)
Test Frameworks
PlaywrightCypressSeleniumPyTest
Agent Orchestration
LangChainLangGraphMCP ServersCrewAI
Our Open-Source
qapulsesk-healerqapulsesk-genqapulsesk-report
CI/CD
GitHub ActionsGitLab CIJenkinsCircleCI
Observability
SentryDatadogAllureReportPortal
Where This Wins

Real production use cases.

These aren't hypotheticals — they're patterns we deploy for clients.

🚀 Regression Suite Explosion

Your team ships weekly but the test suite hasn't kept up. Coverage gaps grow, prod bugs slip through. Agentic QA generates missing tests from user flows and observability data, closing gaps 5-10x faster.

🔧 Flaky Test Death Spiral

Your CI has 20%+ flake rate. Engineers hit "re-run" out of habit. Real bugs get missed. Self-healing locators + autonomous triage isolate real failures from flakes automatically.

🧪 New Team, No Tests

Legacy app with zero automation and no time to write hundreds of tests manually. Test generation agent bootstraps a 200+ test suite in weeks, not months.

📈 Coverage vs Velocity

Every new feature ships with pressure to skip tests. Autonomous coverage gap analyzer flags exactly which flows are risky before release.

Related Resources

🛠
All Services
See our full QA & automation service list
📦
Open-Source Tools
qapulsesk-healer, gen, report and more
🎯
Learning Tracks
Learn agentic QA hands-on
📝
Blog
Agentic QA & AI testing guides
Common Questions

Frequently Asked Questions

How is Agentic QA different from AI-driven testing tools like Mabl or Testim?
Existing AI-QA tools are closed platforms with their own DSLs. Agentic QA layers autonomous agents on top of YOUR existing framework (Playwright, Cypress, Selenium), using YOUR LLM keys. You keep full control of your code, your data, and your infrastructure.
Which LLM provider do you recommend?
Claude Sonnet 4 for test generation (best code quality), GPT-4o for triage clustering (fast structured output), and local models (Ollama, Llama 3) for high-volume cost-sensitive tasks. We help you pick the right mix.
Are self-healing locators reliable enough for production?
Yes when configured correctly. Our healer uses a graded fallback strategy (semantic → structural → visual similarity) and always logs the healed locator for human review. In production we see 85-95% auto-healing accuracy on typical UI drift.
What does an Agentic QA engagement look like?
Week 1: audit your existing suite + tech stack. Week 2-3: pilot 1 agent (usually the healer or triage) on a subset of tests. Week 4-8: scale to full suite + train your team. Ongoing: monthly retainer or hand-off with docs.
How much does this cost?
Pilot engagements start at fixed-price project rates. Full deployments are typically 6-12 week engagements. Ongoing support via monthly retainer. LLM API costs are separate (typically $50-500/month depending on suite size).
Does this replace QA engineers?
No — it removes drudge work so your engineers can focus on test strategy, exploratory testing, quality architecture and stakeholder collaboration. Teams that adopt agentic QA typically expand their QA impact, not their headcount.
What if we do not want tests written by AI committed to our repo?
Fair concern. Every AI-generated test goes through mandatory human review before merge. Nothing hits main without a human sign-off. The agent proposes, humans dispose.
Ready to ship faster with less flake?

Book a free 30-min call. We'll review your current QA setup and show you exactly which agentic capabilities would give you the biggest lift.

Get a Custom Quote Book a Free Call

Free 30-min audit · No commitment · Custom plan within 24 hours