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Category: LabForge · Language Operations

Translation that survives an audit — terminology locked, format intact, every check logged.

LabForge is Coreidea’s language-operations platform for regulated industries. Locked glossaries, deterministic QA gates and tag-perfect file handling turn translation from a quality risk into a verifiable process — across 97 languages.

Built for

  • Manufacturers & exporters
  • Language service providers
  • Legal & compliance teams
Status
Live
Ledger step
Ledger step 4 of 4
Family
Language operations
Access
Backend service, no front end
Listed
4 / 4

There is no public front end to open. Access is arranged on request: tell us your use case through the contact form.

Live platform
Production
Deterministic QA gates per row
26
Languages
97
Max file size
250MB

See it working

A real capture of the live product, not a mock.

The LabForge home screen, the translation workbench for locked-terminology, tag-perfect documents. Captured 18 September 2026
LabForge home page showing the Ember-powered translation workbench.

What this page can show today

  • The register marks this track Live.
  • This track runs as a backend/internal service; there is no public front end to visit.
  • Capabilities below are the published feature list for this track.

Limits of this page

  • This track runs as a backend/internal service; there is no public front end to visit.
  • This page does not publish financials, headcount, or client names.

Key features

  1. 01

    Locked terminology

    Industry glossaries are locked per project, so brand names, standards and technical terms render identically across every segment and language.

  2. 02

    Tag & format preservation

    Placeholders, inline tags, escapes and document structure survive translation untouched, verified segment by segment before delivery.

  3. 03

    Deterministic QA gates

    Every row passes 26 deterministic checks (tags, numbers, terminology, language leaks) before delivery. Failures are held for review, never silently shipped.

  4. 04

    Audit-grade deliverables

    Original-layout files, round-trippable bilingual formats and per-project glossaries: a deliverable set built for regulated review.

Published links

Technology stack

React · TypeScript · FastAPI · PostgreSQL · Ember Lingua

Related platforms

Family on the register: Language operations Same family first, then tracks at the same lifecycle stage.

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    Private AI Operations

    Invite only

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    RegDelta

    Regulatory Intelligence

    Backend service, no front end

This cell on the investor register

Status and family write into the /investors URL. The holdings table lists every public track in that cell.

Open Live Language operations holdings
4 / 4

JSON fields are copied from this row in src/data/platforms.ts. No financials.

How this track works

Audience on the left, the published Ember stack in the middle, capabilities on the right. Every node is copied from this track in the public register.

How this track moves work from its published audience through Coreidea and Ember into listed capabilities.

Inputs

Coreidea and Ember

Outputs

Select a node to inspect the published role and capability.

In regulated content, a wrong term is not a typo — it is a liability.

Manuals, specs, legal text and marketing for export markets fail for predictable reasons: drifting terminology, broken placeholders, silent number-format errors and QA that lives in someone’s head.

  • Terminology drift

    The same component gets three names across one manual. Brand and standards names get “helpfully” translated when they must stay verbatim.

  • Broken structure

    Placeholders, inline tags and escapes are mangled in translation, breaking downstream rendering, software builds and CAT round-trips.

  • Unverifiable quality

    Traditional review is opinion-based and unlogged. When a regulator or client challenges a deliverable, there is no evidence trail to point to.

Deterministic checks first. Human judgement where it counts.

LabForge treats translation like a build pipeline: machine-verifiable invariants are enforced by software, so reviewers spend their attention on meaning, not bookkeeping.

  • Locked glossaries per project

    High-frequency terms are extracted, approved once, then enforced on every segment — including “never translate” passthrough lists for brands, models and standards.

  • Tag- and format-safe by construction

    Placeholders, inline tags, escapes, line counts and table structures are verified segment by segment before a file can be delivered.

  • Locale-correct numbers

    Decimal commas, thousands separators and unit conventions are checked per target locale — the silent errors that embarrass exporters get caught by machine.

  • Ember Lingua inside

    Our in-house translation model drafts; deterministic QA and human sign-off gate every release. AI is the engine, never the excuse.

From source file to audit-grade deliverable.

  1. Ingest & freeze

    Source files are parsed; structure, tags and counts are recorded as the baseline contract.

  2. Terminology pass

    High-frequency terms are extracted and locked; passthrough lists confirmed with the client.

  3. Draft with Ember Lingua

    Chunked, context-aware drafting with locked terms enforced at generation time.

  4. Deterministic QA gates

    Tag counts, line parity, number formats, locked terms and empty-target checks must pass.

  5. Human sign-off & delivery

    Reviewer approves meaning; deliverables ship in original layout plus round-trippable bilingual formats.

What does the heavy lifting.

  • Glossary engine

    Per-project term locking with conflict detection, frequency analytics and client-approved passthrough lists.

  • Structure verifier

    Segment-level verification of tags, placeholders, escapes and document geometry against the frozen baseline.

  • Locale rules library

    Number, date and unit conventions encoded per target market — checked deterministically, not stylistically.

  • Ember Lingua

    Coreidea’s in-house multilingual model, tuned for regulated-industry tone and terminology fidelity.

Built for content that carries consequences.

  • Export manufacturers

    Manuals, datasheets and packaging for EU markets — consistent terms across every SKU and revision.

  • Legal & compliance teams

    Contracts and filings where a defined term must render identically in every clause and language.

  • Language service providers

    White-label QA gates and glossary tooling that raise throughput without raising risk.

  • Marketing for export brands

    Launch copy localized into NL, DE, PL, RU with brand vocabulary protected end to end.

Questions, answered.

Which languages are supported?

Production pairs today center on EN↔ZH plus EN→NL, DE, PL and RU. Additional pairs are added per project after glossary and rules coverage is in place.

Do you translate brand and standard names?

No. Brands, model numbers, standards and codes sit on a passthrough list and are copied verbatim — enforced by machine checks, not convention.

What does “audit-grade” mean concretely?

Every deliverable ships with its QA record: which checks ran, what passed, what was overridden and by whom. Challenges are answered with evidence, not memory.

How do we start a project?

Email info@coreidea.cn with sample files and target languages — you receive a glossary proposal and a pilot scope within days.

Make translation a process you can prove.

Send a sample file and target markets — we’ll return a locked-glossary proposal and pilot plan.

Patent filings bound to this track

Only applications whose public id is this track id or that id plus a suffix. Empty means this page does not invent a hop.

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