QTJ.ai — Query Trace Judge
QTJ and the EU AI Act

Technical mechanisms and evidence — not a promise of automatic compliance.

QTJ supports documentation of AI use, answer transparency, event logging, monitoring and human oversight. The applicable obligations still depend on the organisation's role, the system's intended purpose and risk class.

Logging and identificationHuman oversightDocumenting AI use
QTJ · Query · Trace · Judge
QTJ and the EU AI Act
Technical mechanisms supporting EU AI Act preparation: logging, transparency, human oversight, monitoring and AI documentation.
QTJ.ai · BREPO Sp. z o.o.
TRACESOURCE-BACKED

From a requirement to a verifiable mechanism.

QTJ organises technical data about an answer, its sources and validation result so the organisation has material for assessment and oversight.

Transparency and logging

Trace connects the answer with an identifier, sources, document versions, the model and execution parameters.

Oversight and escalation

Judge can stop an answer, flag risk or route a case to a human instead of automatically delivering the result.

Obligations must be assessed for the specific use case.

QTJ does not automatically classify the system or the client's role and does not replace legal analysis.

Role and intended purpose

Different obligations may apply to a provider, deployer or organisation using a system in a high-risk area.

Current sources

Sales and implementation materials should refer to the current regulation, Commission guidance and legal review.

Common questions

Does QTJ ensure EU AI Act compliance?

Not automatically. It provides technical mechanisms and evidence that can support an organisation's preparation.

Which areas of the regulation relate to QTJ?

These include logging, transparency, human oversight, monitoring and documentation of AI system use.

Can EU AI Act dates change?

The timeline and implementation guidance should always be checked against current European Union sources before publishing material.

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QTJ supports documentation of AI use, answer transparency, event logging, monitoring and human oversight. The applicable obligations still depend on the organisation's role, the system's intended purpose and risk class.

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