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Rivac AI Labs
Testing & Quality Assurance

Test Automation Engineer

An end-to-end suite that flakes on every third run trains a team to ignore red builds, which is worse than having no tests at all. This service builds real Playwright or Cypress coverage for your critical user flows, deliberately engineered against flakiness, and parallelized in CI so a full run finishes in minutes instead of holding up every deploy. It's for teams that either have no meaningful E2E coverage yet or have a suite nobody trusts anymore. The result is a maintainable test codebase your own engineers can extend, plus a CI pipeline fast enough that people actually wait for it before merging.

This is a capability we deliver for you as a service, not a role we’re hiring for.

How We’d Approach This

A clear, staged plan, not a black box

These are the service-specific steps inside our six-step process.

  1. 1

    Audit the existing suite, or the lack of one, to find the highest-value user flows and the root causes behind current flakiness.

  2. 2

    Build automated coverage for one critical flow end-to-end as a pilot and stabilize it against flakiness before expanding further.

  3. 3

    Review the pilot suite's reliability and run time with the dev team before committing to full-coverage buildout.

  4. 4

    Build out full suite coverage, parallelize it in CI, and hand over a documented, maintainable test codebase.

What You Get

Deliverables from this engagement

  • Playwright or Cypress end-to-end test suite covering critical user flows
  • Flake-free, stabilized test runs with documented root-cause fixes
  • Parallelized CI pipeline configuration for fast feedback
  • Test code documentation and maintenance guide
  • Team training on writing and extending the suite

Six Ways We Could Architect This

Different engagement, different build, pick the shape that fits

There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.

Read all 6 architectures as text

Lean Fast-Start Architecture

Setup

  • Critical User Flows Identified
  • Playwright Project Initialized
  • Page Object Structure Defined

Suite Build

  • Core Flow Test Scripts Written
  • Flaky Selector Cleanup
  • Retry and Wait Strategy Applied

Execution

  • Local Test Run
  • CI Pipeline Integration

Delivery

  • Team Walkthrough
  • Maintainable Test Codebase
  • Fast CI Run Under Minutes
  • Handoff to Engineering Team

Cloud-Native / Managed Services Architecture

Managed Test Infrastructure

  • Cloud Browser Grid Service
  • Managed Playwright Runners
  • Parallel Test Execution Nodes

CI Operations

  • Managed CI Pipeline
  • Test Sharding Service
  • Artifact and Video Storage

Reporting Layer

  • Cloud Test Reporting Dashboard
  • Flake Rate Tracking Service

Delivery Layer

  • Slack Integration for Failures
  • Historical Trend Dashboard
  • Test Ownership Directory
  • Engineering Team Portal

Event-Driven & Automation-First Architecture

Triggers

  • Pull Request Opened
  • Auto Trigger E2E Suite
  • Nightly Full Regression Schedule
  • Auto Trigger Full Suite Run

Automation Layer

  • Parallel Shard Execution
  • Auto Retry on Transient Failure
  • Auto Flake Detection Engine

Review Gate

  • Failure Confirmed Real
  • Auto Block Merge and Alert
  • Auto Quarantine Flaky Test
  • Auto Update Test Health Dashboard

Delivery

  • Notification to Pull Request Author
  • Published Test Health Report

Enterprise-Grade & Compliance-Ready Architecture

Governance Layer

  • Test Ownership Policy
  • Merge Blocking Standard
  • Access Control for Test Secrets

Secure Pipeline

  • Vaulted Test Credentials
  • Role Based CI Access
  • Versioned Test Suite Repository

Auditable Execution

  • Full Regression Execution
  • Independent QA Sign Off
  • Flake Remediation Log

Compliance Delivery

  • Redundant Test Evidence Archive
  • Audit Trail Export
  • Signed Off Release Gate
  • Retention Schedule for Test Runs

AI-Augmented, Human-in-the-Loop Architecture

Data Ingestion

  • Application User Flow Recordings
  • Existing Test Failure History

AI Analysis Layer

  • AI Test Script Generator
  • AI Flaky Selector Detector
  • Draft Stabilized Test Suite

Human in the Loop

  • Automation Engineer Review
  • Suite Reliable Across Repeated Runs
  • Flag Instability Back to AI Model
  • Human Approved Test Suite

Delivery

  • Committed to Repository
  • Parallelized CI Pipeline
  • Fast Trusted Build Status

Integration-Heavy / Ecosystem-Connected Architecture

Client Systems

  • Client Source Repository
  • CI CD Platform
  • Issue Tracking System

Test Automation Core

  • Playwright Cypress Suite Engine
  • Parallelized Execution Model
  • Test Health Report

Two Way Sync Layer

  • CI CD Status Sync
  • Issue Tracker Sync
  • Deployment Gate Tool
  • Engineering Backlog

Shared Governance

  • Joint Review with Engineering Leadership
  • Published Test Suite Handoff

More in Testing & Quality Assurance

Ready to get started?

Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start, scoped small enough to prove itself before you commit to anything bigger.

Talk to us about Test Automation Engineer

Most engagements like this start as a $500–$2,500 pilot, see full pricing.

Questions? Book a free call