Interoperability infrastructure

Systems don't need a common language.
They need a language between them.

Linguora creates AI-generated intermediate languages that allow specialized systems to exchange meaning across incompatible schemas, protocols, and representations.

System A
customer_record.v7
Intermediate language
Linguora Semantic Layer
System B
entity_profile
SchemaOntologyProtocolRepresentation
01The interoperability gap

The integration problem is not data.
It is meaning.

System A
customer_id
account_status
billing_entity
region_code
Manual mapping registry
customer_id → entity.uuid
account_status → state
billing_entity → organization
System B
entity.uuid
state
organization
geo.zone

Every integration creates another translation layer.

Specialized systems often encode related concepts through incompatible vocabularies, structures, and assumptions. The problem extends beyond transport or API access: the meaning itself must be resolved.

  1. 01
    System
  2. 02
    Custom mapping
  3. 03
    Exception
  4. 04
    Patch
  5. 05
    New version
  6. 06
    New mapping
02The intermediate language

An intermediate language for machines.

Specialized systems
ERP
Lab system
Simulation
Database
Control software
Scientific model
Linguora intermediate language
Object model
Record
Protocol
Schema
Instruction set
Domain graph
Source concept
Customer
  ├── identity
  ├── organization
  ├── location
  └── status
Linguora IR
ENTITY {
  identity
  affiliation
  geography
  state
}
Target representation
entity_profile {
  uuid
  organization
  geo.zone
  state
}

Linguora separates the meaning of a concept from the particular way a system happens to represent it.

03Translation architecture

From representation to representation.

Source system
Schema observation
Semantic inference
Intermediate representation
Constraint checking
Target compilation
Target system
Input

Schemas / APIs / Ontologies / Records

Core

Semantic representation Context resolution Constraint inference Translation synthesis

Output

Target schema / protocol / representation

Linguora does not merely copy fields. It identifies relationships between concepts and produces a representation compatible with the destination system.

04Semantic compilation

Translation becomes compilation.

Semantic compiler / inspection viewBUILD: SEED
Source
customer.status
customer.organization
customer.location
Intermediate
ENTITY.STATE
ENTITY.AFFILIATION
ENTITY.GEOGRAPHY
Target
profile.state
profile.org
profile.geo
1parse2infer3normalize4validate5compile

Linguora treats interoperability as a compilation problem: infer the semantic structure, express it in an intermediate representation, validate the transformation, and compile it into the language of the destination system.

Human-defined constraints and system-specific rules can be incorporated where required, keeping critical transformations inspectable and governed.

05Where it connects

A language map for specialized environments.

01

Enterprise systems

ERP → CRM → billing

02

Scientific platforms

model → dataset → analysis

03

Industrial software

controller → planning → monitoring

04

Financial infrastructure

ledger → risk → reporting

05

Data-intensive applications

warehouse → graph → application

One semantic layer. Many specialized environments.

Target application categories — not customer claims
06Design principles

What Linguora is designed around.

  1. 01

    Meaning before format

    Represent concepts independently from the syntax used by a particular system.

  2. 02

    Translation should be inspectable

    Generated mappings should be understandable, testable, and reviewable.

  3. 03

    Constraints are part of the language

    Domain rules and system requirements must survive translation.

  4. 04

    Interoperability should compound

    A new system should not require rebuilding every existing connection from zero.

Final statement / Linguora

The future of software is not one universal system. It is many specialized systems that can understand one another.

Linguora is building the semantic infrastructure between them.

Talk to Linguora