How to test an AI translation workflow alongside your CAT tool

If your clients already use a CAT tool, trying another translation platform can feel like taking on a second job. You need a useful answer before committing to a new workflow: does it make the work you control easier to deliver?

BabelBee brings AI translation, AI review, rule-based QA and human editing into a document workflow. The first trial should test that workflow on a small, representative job. It does not require moving your entire practice.

Keep your CAT workflow and add an AI processing step

BabelBee supports XLIFF 1.2, XLIFF 2.0 and XLIFF 2.1 core content, plus native TXML, SDLXLIFF and MQXLIFF files within the supported structures. You can upload a supported bilingual file, process it in BabelBee, and export it in the original format for re-import into your CAT tool.

CAT bilingual file → BabelBee AI translation, review and human editing → Same-format bilingual file → Original CAT tool for final review and delivery.

For native TXML, SDLXLIFF and MQXLIFF, automatic translation fills only editable, unlocked segments with empty targets. Existing translations are retained; this is not automatic AI revision of every pretranslated segment. The original CAT project remains responsible for generating the final client document.

A client-specified CAT tool does not necessarily rule out this workflow. Confirm that the client permits external AI processing and bilingual-file exchange. If all work must stay inside the client's environment, follow that requirement.

This support does not include TXLF, complete project packages or arbitrary conversion among native CAT formats. Test a representative small file through re-import and final document generation before relying on it for delivery. See the current CAT support scope.

Use a small file with clear acceptance criteria

Choose a familiar language pair and a routine file you have permission to process. Record the final format, required terminology and who will approve the translation. If you cannot use client material, start with our fictional workshop-booking sample and its checking guide.

The sample includes dates, prices, a discount condition, repeated terms and a placeholder. It is useful for observing your review process; it does not test complex page layouts or represent a translation-quality benchmark.

Before translating, list what must survive intact: meaning, numbers, conditions, names, placeholders and the requested deliverable. Use the same requirements for both workflows.

Compare the work from preparation through delivery

Stage	What to record
Preparation	Active time preparing the file and instructions
Translation and review	Active time reading, correcting and checking meaning
Coordination	Time assigning work and resolving reviewer questions
Export	Time checking the exported file and making repairs
Waiting	Processing and overall turnaround, separate from person-time
Cost	Actual fees and a reasonable allocation of subscription costs

Use the project comparison worksheet for both your current process and BabelBee. Include failed attempts and manual repairs. If you translate the same text twice yourself, the second attempt benefits from familiarity; treat that as an informal trial rather than a controlled comparison.

Check what AI review and QA actually change

Read the source and target yourself. Inspect review suggestions and automated flags, then decide whether each change helps the intended reader. A clean QA report cannot establish that every meaning, nuance or instruction is correct.

Open the exported file as part of the trial. A good-looking editor view is only one part of delivery. If you revise the final document outside the platform, record where the authoritative final version lives and how your team will keep reusable translations up to date.

Decide after several representative projects

Look for a repeatable reduction in handling or review effort without weakening your acceptance standard. Identify which file types work well and which need more checking. Count learning time and any extra subscription or usage fees.

BabelBee has been used and validated across hundreds of real projects by an early-user translation team. Its managers reported workflow benefits, while also identifying areas to improve. That experience is useful context; your trial determines whether the product fits your work. Read the early-user account.

Start with the professional translator workbench overview, test a supported CAT bilingual file or download the sample, and evaluate one authorized project. Small teams can also explore the team workflow. See current plans and allowances before deciding whether to subscribe.