Your translation history is an asset.
Most companies never treat it like one
Every project your organization has translated over the years - manuals,
specifications, regulatory filings, support content -already contains the
answer to how a term, a warning, a procedure should be phrased. Scattered
across old TM files, retired CAT tools, and translators who have since moved
on, that answer is usually unusable. Consolidated and structured, it becomes
exactly what a translation memory is supposed to be: a record of what your
organization has already decided, ready to be searched and reused.
What consolidation actually involves
Raw translation history is rarely clean. The same source sentence often
carries several different translations across old files, with no way to
tell which one is current. Language and region codes are inconsistent
between exports. Entries are duplicated, sometimes by the thousands, across
memories that were never merged. None of this is unusual — it's what
happens to any memory that accumulates over years, across tools, teams, and
vendors.
DAT audits and consolidates this material before it becomes usable:
- Deduplication — identical or near-identical entries collapsed, so a search doesn't return the same content five times under five different labels.
- Language and metadata repair — source and target language, region variants, and client or domain tagging corrected and made consistent across every file, regardless of how inconsistently the originals were labeled.
- Consistency audit — cases where the same source sentence carries conflicting translations are surfaced, so a linguist can confirm which one is current instead of leaving the ambiguity buried in the data.
- Format normalization — everything brought into a single, standard structure, independent of which tools or vendors produced the original files.
The result is not just "more data." It's the same history, made usable.
Two ways to put it to work
Use it through DAT. Your consolidated memory becomes the foundation of every translation project DAT delivers for you — searched by meaning, not just by matching text, so validated terminology from years of past work is reused automatically instead of retranslated. This is the same technology described on our Translation page.
Take it with you. Some organizations want the consolidated asset itself — to feed their own systems, their own CAT environment, or their own internal tools — independent of any translation project. In this case, the consolidation is the deliverable, not a step toward one.
If you choose this path, you decide the format:
- A standard TMX export — consolidated, deduplicated, and correctly tagged, ready to import into any translation memory system.
- A ready-to-query semantic database — your memory indexed for meaning-based search rather than keyword matching, so it can be searched the way DAT's own platform searches it. Delivery details are scoped to your own infrastructure and discussed as part of the engagement.
Either way, the consolidated memory is yours. There is no dependency on continuing to work with DAT to keep using it.
Why this matters beyond translation
A consolidated memory is a record of decisions your organization has already made — the wording a legal team approved, the phrasing a regulatory submission required, the term a product team standardized on. Once structured, that record has value beyond translation: as a reference for new technical writing, as grounding for internal AI tools, as a single source of truth when the same product line evolves across markets and years.
Most of it is sitting in old files today, unable to answer a single question until someone puts it back together.
[Request a consolidation assessment] — a first review of what you have, what shape it's in, and what a consolidated version would look like, before any commitment.
Prefer to have DAT handle your translations directly, leveraging this same technology? [See Translation →]
