OnPurpose Studio
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Translation Memory Analysis & Cleaning

We pair modern LLM tooling with more than a decade in the localization industry to help you understand what is in your TM and clean it up with confidence. A localization project manager works with you directly, from your goals to the changes you approve.

Estimate your cleanup

Count the words in both source and translated entries across the TM files you want cleaned. We confirm the word count from your exports.

15 million

TM Report & Clean

Understand your TM, then clean it with confidence.

Our own tooling and modern LLMs, guided by 10+ years in localization.

Find the structural and content problems that make your TM harder to trust, and let us handle the approved cleanup.

  • Entry counts and word counts by declared language.
  • Exact duplicates and sources with competing translations.
  • Missing, extra, or incompatible placeholders and markup differences.
  • Whitespace issues and Unicode characters that look alike but differ.
  • Search and replace for specific phrases, like retired product names or outdated terminology.
  • Language detection to flag likely mislabeled content.
  • Flags for sentence fragments and content that appears cut off.
  • Style comparison to find translations that drift from the voice of the rest of your TM.
  • Term Base checks for do-not-translate terms, like brand and product names, that were translated anyway.

15 million words

one-time · base fee · word fee

Request Your Secure Upload Link

Contact us and we'll send a secure link to upload your TMX export. Your project manager follows up to schedule a kickoff call.

USD · Final price confirmed before work starts

Every cleanup is managed for you

One of our localization project managers works with you directly to set goals, review findings, and agree on every change before it is made.

Need a different volume or regular upkeep? We can scope that with you.

How it works

Every cleanup follows the same managed process, led by one of our localization project managers.

  1. Upload and share your goals

    Upload your TMX export through a secure link. Your project manager then schedules a call to learn what you want from your TM and any terms or phrases to target.

  2. Review the findings together

    We run the analysis and walk you through the report on a call. You decide what changes, and anything unexpected is flagged and quoted before work starts.

  3. Get your cleaned TM back

    Receive a cleaned TM ready to import, a change log, and a list of unresolved issues. Your original export is preserved.

Turnaround

1–2 weeks

From upload to cleaned TM, depending on how quickly your team can review findings.

Files

TMX in, your format out

Send a TMX export from any TMS. We return the cleaned TM as TMX or the format your tools need.

Your data

Deleted after 14 days

TM data is permanently deleted 14 days after delivery. See our privacy policy.

Why OnPurpose Studio

We have spent more than ten years inside localization programs, building translation software at large companies, working alongside translation providers, and consulting for localization teams. We know which TM problems are worth fixing and which entries need your team's judgment.

We build and run our own tooling, and modern LLMs let us apply that experience across millions of entries. Every cleanup is managed by one of our localization project managers, and when you want to keep your TM in shape, we offer quarterly or twice-yearly upkeep.

More about OnPurpose Studio →

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