Performance engineering · AI automation

Performance engineering, AI automation, and monitoring for critical platforms.

For engineering, quality, and operations teams running complex digital platforms. We combine performance engineering and AI automation with test automation, monitoring, and control hubs—so your team can operate with clear, practical evidence.

Capabilities

Build confidence into the systems your business depends on.

We help teams make critical platforms resilient under demand, automate complex operational work, and build the engineering foundations that keep delivery moving.

01

Performance engineering

Build the evidence to understand capacity, expose bottlenecks, and keep critical platforms resilient under real demand.

  • Capacity and resilience for peak demand
  • Realistic API, user, and system-load scenarios
  • Bottleneck analysis and actionable performance evidence
Explore performance engineering

02

AI automation

Apply AI to complex review and operational work, with solutions shaped around your business rules and existing systems.

  • AI workflows for complex reviews and decisions
  • Structured outputs built around your business rules
  • Traceable integration with existing systems
Explore ai automation

03

Test automation

Maintainable front-end and API automation focused on the customer journeys, integrations, and releases that matter most.

  • Playwright front-end and tailored API automation
  • Regression coverage for critical journeys
  • Continuous validation in delivery pipelines
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04

Test data and testability

The data, interfaces, and controls that make automation and validation repeatable across teams and environments.

  • Test data providers, generators, and management
  • Mocking and service virtualisation
  • Better control of data, environments, and dependencies
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Test data engineering

Useful test data, ready when your teams need it.

Reliable automation and performance validation depend on reliable data. We build the providers, generators, and management workflows that make the right test data available without slowing delivery down.

Explore test data engineering

01

Test data providers

Controlled services and interfaces that provide the data your automated journeys, APIs, and performance scenarios need—on demand and in a consistent format.

02

Test data generators

Purpose-built generators for realistic, scenario-specific data, including the edge cases and volume needed to validate how your platform behaves under real conditions.

03

Test data management

Tailored solutions for preparing, provisioning, refreshing, and controlling test data across teams and environments—bringing visibility and repeatability to a common delivery bottleneck.

Selected outcomes

Evidence built into every release.

The work is tailored to each platform, but the objective stays the same: reduce risk, prove resilience, and give teams clear operational confidence.

01

Detected and prevented hundreds of critical customer-journey failures before they reached users.

02

Established performance capacity for major peak events, maintaining zero critical outages under extreme traffic spikes.

03

Built automated production monitoring that runs millions of checks every month.

How we work

Start with your platform. Build confidence where it counts.

The objective is not simply more test scripts. It is a clear, maintainable quality strategy that gives your team useful evidence at every important change.

01

Understand the platform

We learn the architecture, dependencies, data, and workflows before deciding what to automate.

02

Build for your reality

Frameworks, environments, and test data strategies are tailored to your stack and release process.

03

Keep evidence actionable

Clear results help teams identify risk, make decisions, and improve the next release.

AI Automation

AI automation designed and deployed around your operation.

We apply AI where it can make complex review work more consistent, traceable, and scalable—while keeping the business rules, evidence, and outcomes in focus.

01

Marketing compliance analysis

AI-powered analysis designed for Apple and Android applications, helping teams assess marketing content against defined compliance requirements.

02

Customer service chat evaluation

Automated evaluation and analysis of customer service chats to surface quality, consistency, and actionable service insights.

03

Call transcript evaluation

AI-assisted evaluation and analysis of call transcripts, turning conversations into structured evidence for review and improvement.

How the automation works

01 / Source

Data scraping or querying

Collect relevant data from your database, API, or approved external sources.

02 / Analyse

Prompt + business data

Apply tailored prompts, rules, and context to turn raw information into a consistent evaluation.

03 / Act

Visualisation and insight

Present clear findings and trends so teams can review outcomes and take the next action.

Monitoring tools

Know when critical customer journeys stop working.

We build monitoring around the functions your customers depend on—using real browser journeys and focused uptime checks that turn downtime into an immediate, measurable signal.

Explore monitoring tools

Synthetic journey monitoring

Playwright frontend automation, deployed as monitoring.

We use Playwright automation to continuously verify critical front-end journeys. Run it from AWS Lambda or a Kubernetes container to fit your infrastructure, schedules, and operational workflows.

  • Real browser checks for key user flows
  • AWS Lambda or Kubernetes deployment
  • Actionable signals when a journey fails

Uptime monitoring

Core functionality checked every 15 seconds.

Our custom Java framework monitors your core application functions at 15-second intervals, notifies teams about downtime, and calculates the uptime that matters to your service.

  • Custom checks for critical functionality
  • Downtime notifications for rapid response
  • Transparent uptime calculation and reporting

Control hubs

Control interfaces tailored to your operation.

We design focused control UIs around the people, workflows, data, and decisions that matter to your team—making complex testing and AI automation easier to run and understand.

01

Quality operations

Test-control-hub

A tailored interface for overseeing your testing activity, with the views and controls shaped around your platform, release process, and quality workflows.

02

AI operations

AI-control-hub

A purpose-built UI for managing AI automation, reviewing analysis, and turning data-driven outputs into clear, actionable decisions.

Delivery model

Built to fit your environment and your team.

From the deployment environment to the ongoing operating model, we shape the engagement around your technical constraints, delivery pace, and in-house capability.

Deployment

Run it where it makes sense for you.

Solutions can be deployed in your own infrastructure or in a public-cloud environment, including AWS, Azure, and Google Cloud. The deployment model is selected around your security, operational, and integration requirements.

AI-accelerated engineering

Move quickly, with engineering control.

We use agentic engineering tools, including Codex and Claude Code, to accelerate analysis, implementation, and iteration. Experienced engineers retain responsibility for architecture, review, testing, and the quality of every deliverable.

One-off delivery

Build it, hand it over, keep control.

For a defined project, we can deliver a complete, maintainable codebase with the documentation, deployment guidance, and knowledge transfer your team needs to own it confidently.

Long-term partnership

Maintain, improve, and extend over time.

When your needs evolve, we can stay involved to maintain the solution, extend its capabilities, and adapt it as your platform, data, and operational priorities change.

Consulting

Quality engineering leadership for growing teams.

For startups and product teams building or scaling quality, automation, and performance capability. Get experienced technical direction without needing to hire a full leadership team immediately.

01

Team design and hiring

Define the roles, responsibilities, and operating model for SDET, test automation, and performance engineering teams. Support hiring, interviews, onboarding, and technical mentoring.

02

Automation and performance roadmap

Decide what to automate, what to measure, and where to invest first—based on your product risk, architecture, release cadence, and growth plans.

03

Engineering standards and delivery practices

Build quality checks, performance validation, and useful operational evidence into the delivery process—without creating unnecessary ceremony.

04

Fractional technical leadership

Stay involved as an advisor, mentor, and hands-on technical lead while your product, engineering team, and quality capability evolve.

Engineering toolkit

Technology chosen to fit the job.

Our tools support the solution; they never dictate it. We select and combine proven technologies according to your platform’s needs.

Application engineering
Java · Spring Boot · JavaScript · TypeScript · React · Angular
Test automation
Playwright · Jest · REST Assured · Karate · Custom API frameworks
Data platforms
Oracle · MongoDB · PostgreSQL
Public cloud
AWS · GCP · Azure
Platform and serverless
Docker · Kubernetes · AWS Lambda · Google Cloud Functions
Version control and deployments
GitLab · GitHub Actions · Argo Rollouts · Argo CD
Performance testing
Gatling · k6 · JMeter · Locust

The team

Built on real-world reliability experience.

Emz Systems brings senior technical leadership to performance, reliability, and tailored quality engineering challenges.

Michał Felicjańczuk

Lead Performance Engineer / SDET Lead

Michał Felicjańczuk

With 15 years of experience in quality engineering, performance, and reliability, Michał helps teams build the confidence to release and operate critical systems.

For more than a decade, he has helped assure the performance and reliability of a major e-gaming platform—while designing and delivering tailored automation and reliability solutions for complex technology environments.

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Let’s talk

Build an automation and reliability solution that fits your platform.

Whether you are modernising automation, preparing for a high-demand release, or need stronger confidence in critical integrations, start with a focused conversation.

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