Before you edit everything, find out what needs fixing.

Polish AI Translation Quality Audit

A focused native Polish audit of AI-translated content to identify accuracy, terminology, fluency and consistency risks before choosing a larger review workflow.

HumanLingua

Diagnose first. Scale the right intervention.

Sample review · recurring patterns · risk · next-step recommendation

Scope

Do You Need to Review Everything?

Not necessarily. A representative sample can show whether problems are isolated or systematic and whether the content needs targeted correction, broader QA, MTPE, retranslation or no substantial linguistic intervention.

Audit criteria

What Does the Audit Check?

Accuracy

Whether meaning is preserved.

Omissions & Unsupported Additions

Missing or invented information.

Terminology

Correctness and consistency of important terms.

Natural Polish

Fluency and native readability.

Grammar & Syntax

Target-language correctness.

Consistency

Recurring decisions across the sample.

Tone & Register

Fit for audience and purpose.

Context

Whether wording works in its intended use.

AI risk

Fluent Does Not Automatically Mean Accurate

AI output can look polished enough to escape casual review. The audit specifically looks for issues that fluent wording can hide.

Deliverable

What Do You Receive?

The audit can provide examples, recurring issue patterns, risk areas and a practical recommendation for the next linguistic workflow. The goal is useful diagnosis, not the longest possible list of edits.

Decision

From Audit to the Right Workflow

Possible outcomes include targeted corrections, AI Review, MTPE, Linguistic QA, partial retranslation, full human translation — or confirmation that no substantial intervention is needed.

Scale

Audit Before Scaling

For large content sets, testing a representative sample first can prevent unnecessary editing and help define realistic quality requirements before committing to a larger workflow.

Practical workflow

How the Audit Works

1. Send Sample

Provide representative content and source where available.

2. Define Purpose

Explain where the Polish will be used and what quality is required.

3. Review

Assess the sample against relevant linguistic criteria.

4. Recommendation

Choose the most appropriate next step based on evidence.

Not Sure Whether Your AI-Translated Polish Is Ready?

Tell me what you are working with and what you need the Polish content to achieve.