Language Tooling and Internal Systems for Language Workflows
We design and build internal tools for teams working on documents, terminology, multilingual workflows, and language assets who need a concrete operating system, not a generic platform.
Working environments, orchestration layers, resource hubs, assistant models, specifications, and working prototypes built around the client's real process
Who this page is for
When documents come in through different channels and no one owns a clear intake layer
When terminology, reviewer notes, and language decisions live in email, spreadsheets, or scattered folders
When the team reviews using Word, PDF, comments, and manually renamed files
When there's no clear workflow status: intake, triage, assignment, review, approval, update
When you want to introduce internal AI but lack structured data, clear workflows, and reliable sources
When the team doesn't need more people, just better internal tools
What operational problem we solve
We are not saying "we build AI tools." We take ownership of concrete operational problems.
Documents arrive through different channels with no single point of intake and classification?
No clear way to tell what type of document it is, which workflow it belongs to, who should own it, and at what priority?
Terminology, approved translations, reviewer notes, and lexical decisions scattered across folders, email, spreadsheets, and people's memory?
No real bilingual working environment for reviews, comments, decisions, and file status?
Master and local versions not linked in a governable system?
Every new project starts from zero instead of reusing assets, decisions, and precedents?
Want to use an internal assistant, but lack reliable sources, metadata, document status, and structured terminology assets?
Workflow exists, but is still orchestrated with fragile combinations of email, file systems, spreadsheets, and tools not built for language work?
Which documents and assets we work on
What we offer
Eight services built for teams with a real workflow who want a tool built around their own process. Each offer addresses a specific operational problem.
Terminology management environment
Your terminology is critical, but you're still managing it in scattered files or tools that weren't built for daily use.
We work on
- Existing glossaries
- Legacy term base
- Reviewer notes
- Terminology sheets
- Approved translations
- Internal naming rules
We deliver
- Terminology environment
- Terminology data model
- Approved / deprecated term structure
- Decision log model
- Functional specification + working prototype
When to bring us in
- When terminology is critical but ungoverned
- When multiple people make lexical decisions with no single source of truth
- When the client wants to consolidate reusable language assets
- When the term base exists but isn't a real working tool
Document intake and routing
You receive documents continuously from different channels with no structured entry point into the workflow.
We work on
- Document intake channels
- Naming patterns
- Document types
- Priority rules
- Internal assignment
- Initial workflow states
We deliver
- Document intake layer
- Routing rules
- Document classification logic
- Workflow entry model
- Functional specification + working prototype
When to bring us in
- When documents come in through too many channels
- When no one knows who should take ownership of what
- When you need consistent routing before review or translation
- When you want to move from manual to structured intake
Bilingual review environment
You run linguistic or document review on source-target files, but you're still working with tools that are too fragile.
We work on
- Bilingual files
- Source-target pairs
- Reviewer comments
- Issue categories
- Decision logs
- Team approval requirements
We deliver
- Bilingual review environment
- Review status model
- Comment / issue structure
- Review matrix integration model
- Working prototype
When to bring us in
- When review is scattered across too many tools
- When you want a workflow that's legible to internal and external reviewers alike
- When you want to keep decisions and issues in a reusable form
- When the team needs a review tool, not just a file
Language workflow orchestration
You have a real language process, but no system that reflects it well.
We work on
- The team's real workflow
- Roles and handoffs
- Document states
- Priorities
- Review cycles
- Approval points
- Exceptions and rework patterns
We deliver
- Workflow map
- Status model
- Role matrix
- Handoff logic
- Orchestration specification + working prototype
When to bring us in
- When the process exists but lives only in people's heads
- When bottlenecks keep recurring
- When you want to make the workflow measurable and less fragile
- When the team grows and manual coordination no longer scales
Translation resource hub
You have important language assets but no operational hub to bring them together.
We work on
- Relevant translation memories
- Term base
- Approved files
- Review history
- Terminology decisions
- Portfolio / family assets
- Operational style guides
We deliver
- Translation resource hub
- Asset inventory
- Asset linking model
- Reuse structure
- Working prototype
When to bring us in
- When language assets exist but are scattered
- When you want real reuse across projects
- When the team's institutional memory depends on individual people
- When you want to treat assets as infrastructure, not attachments
Internal AI assistant for language teams
You want to use internal AI on language work, but on reliable foundations and within a clear scope.
We work on
- Term base
- Approved documents
- Reviewer notes
- Document metadata
- Workflow states
- Style rules
- Relevant document packages
- Internal language knowledge sources
We deliver
- Assistant knowledge package
- Grounding source model
- Retrieval scope definition
- Interaction specification
- Working prototype
When to bring us in
- When the team wants to better search and reuse what already exists
- When you want internal AI grounded in reliable sources
- When terminology and approved precedents need to be queryable in natural language
- When you want operational assistance, not generic AI
Versioned document environment
Your world is master versions, local versions, reviews, and constant updates, but you have no system to manage them.
We work on
- Master documents
- Local versions
- Change events
- Incremental updates
- Comparison output
- Update states
- Linked document sets
We deliver
- Versioned document environment
- Document linking model
- Change management workflow
- Status dashboard logic
- Functional specification + prototype
When to bring us in
- When local versions fall behind
- When updates are frequent
- When there's no visibility into what's actually up to date
- When you want to treat the document as a living object, not a static file
Functional specification + working prototype
You don't want just consulting — you want a concrete foundation to build on.
We work on
- The team's real process
- Real documents
- Real roles
- Edge cases
- Required states and outputs
- Project priorities
We deliver
- Functional specification
- Data model
- Workflow model
- Screen map
- Working prototype
- Initial implementation backlog
When to bring us in
- When the need is clear but the system isn't formalized yet
- When you want to validate before building
- When you need a solid foundation for internal or external development
- When you don't want to stay at the slide-deck level
What we deliver
We do not "improve the language process" in the abstract. We deliver working environments, orchestration layers, resource hubs, assistant models, specifications, and working prototypes.
We do not sell error checking as an end in itself. We build internal tools to manage documents, terminology, reviews, and language workflows.
Why us, not a commodity solution
The point isn't "doing QA better." The point is giving the team internal tools to work better on documents, terminology, and language workflows.
We start from real documents, workflows, roles, and assets
We build internal working environments, not just isolated automations
We connect terminology, documents, versions, reviews, and status
We design tools for real language workflows, not generic demos
We deliver a functional specification + a working prototype
We make approved decisions, assets, and precedents queryable and reusable
We treat language technology as internal operational infrastructure, not just translation support
What we don't do
- A QA checker as the core product
- Generic tools disconnected from your real documents
- Generic chatbots without sources or workflows
- Abstract consulting without a spec and a prototype
- Mass consumer localization
- One-size-fits-all enterprise platforms
- Generic AI sold as a slogan
Contact us when
Your language workflow exists but is still run on email, folders, and files
Terminology is critical but doesn't live in a proper working environment
The team has no system for intake, routing, and document status
Reviewers and document owners are still working in a fragmented way
You want an internal assistant grounded in reliable language sources
You want to turn scattered assets into internal infrastructure
You need specific internal tools, not a generic platform
Let's talk about your internal tools
Does your team manage documents, terminology, reviews, and multilingual updates using email, folders, Word, Excel, and institutional memory? We step in with working environments and internal tools built around your process.
No commitment. Just an initial conversation to figure out where to start.
