';
side-area-logo
© proarchcon 2025

Wir testen nicht nur MIT KI – wir testen DIE KI. be a part
AI Testing – Competence | Integrity | Reliability

We do not just test WITH AI, we test THE AI. AI systems introduce an entirely new quality-assurance reality.

Classical software testing assumes predictability.
LLM-based systems don’t.Klassisches Software-Testing setzt Vorhersehbarkeit voraus. LLM-basierte Systeme nicht.

To ensure reliability, safety, and real business value, AI testing must go beyond traditional methods while still building on the proven principles that make software quality assurance so effective.

ProArchCon applies what we always deliver: solid engineering, practical value, measurable results. No hype. No buzzwords. Just quality.

Why AI Testing Matters

Modern AI applications can produce different outputs for the same input, exhibit emergent behavior, and depend heavily on context and conversation history. Traditional QA alone is not designed for these dynamics.

These characteristics break classical QA assumptions and require a broader testing approach—one that blends engineering discipline with semantic evaluation, continuous monitoring, and robust safety controls.

At ProArchCon, we make your AI trustworthy, secure, and fit for real-world use.

Key Differences: AI vs. Classical Testing

Probabilistic Reasoning Identical prompts may produce different outputs—requiring evaluation across distributions, not single expected results.

No Single Ground Truth Many AI answers require semantic interpretation, not simple pass/fail logic.

Emergent Behaviors LLMs demonstrate behaviors that were never explicitly programmed—demanding exploratory and adversarial testing.

Context Sensitivity Output quality changes with conversation history; multi-turn flows must be evaluated, not just isolated prompts.
These factors introduce new requirements for governance, monitoring, security, and quality assurance.

Software Quality Assurance

Software Quality Assurance is a crucial part of software development and offers numerous benefits to potential clients. Here are some reasons why your organization should consider ProArchCon for quality assurance services:

  • Error reduction: Software Quality Assurance helps to identify and eliminate errors and bugs early on in the development process, which increases the quality and reliability of the software.
  • Cost savings: By detecting and rectifying errors at an early stage, high costs can be avoided that could arise from subsequent corrections or failures.
  • Customer satisfaction: High-quality software leads to more satisfied customers because it is more reliable and user-friendly.
  • Compliance and standards: Software Quality Assurance ensures that the software complies with the relevant industry standards and legal requirements.
  • Competitive advantage: Companies that offer high-quality software can set themselves apart from the competition and gain a better reputation on the market.
  • Security: Software Quality Assurance helps to identify and close security gaps, which is particularly important in sensitive areas such as finance or healthcare.
  • Increased efficiency: Automated tests and continuous integration can make development processes more efficient.
Software Test Automation

Software Test Automation is a specialized area within Software Quality Assurance that offers many benefits. Here are some reasons why you should be specifically interested in Software Test Automation:

  • Speed and efficiency: Automated tests can be performed much faster than manual tests, which shortens development cycles and reduces time to market.
  • Cost efficiency: Although the initial implementation of test automation can be costly, the long-term savings from reduced test times and fewer bug fixes lead to significant cost benefits.
  • Repeatability and consistency: Automated tests can be run again and again with the same accuracy and precision, ensuring consistency of test results.
  • Extensive test coverage: With automated tests, larger parts of the application can be tested in less time, increasing test coverage and reducing the risk of undetected errors.
  • Continuous Integration and Continuous Delivery (CI/CD): Automated testing is an essential part of CI/CD pipelines, allowing changes to be continuously integrated and delivered without compromising quality.
  • Scalability: Automated tests can be easily scaled to keep pace with growing projects and increasing complexity.
  • Improved accuracy: Automated testing eliminates human error that can occur with manual testing, ensuring more accurate and reliable test results.
  • Faster feedback: Developers receive faster feedback on the status of their software, which enables faster troubleshooting and optimization.

ProArchCon offers these advantages through the use of state-of-the-art test automation tools and techniques such as Selenium, JUnit, TestNG, Cypress, Katalon, and CI/CD tools such as Jenkins or GitLab CI.

Why with ProArchCon?
  • Experience counts: For us, it’s about what we do, not just what we say.
  • Hands-on approach: We tackle and advise less.
  • Customer success is our success: We do everything we can to ensure that our customers are successful.
  • Honesty: We say what you need to hear, not just what you want to hear.

Put us through our paces. We look forward to hearing from you by e-mail or telephone.

  • Info@proarchcon.com

  • +49 2132 6859900

logo