#Data quality
on the {front line},

Validate your data before it enter your systems

Okyline

What makes {Okyline} unique,

The executable contract : one description, everything else is execution.

Clear and executable contracts

Okyline relies on contracts by example: a single description, directly understandable by business teams, that defines what is validated, measured and monitored over time. No additional development is needed to control a data flow, raise alerts or get detailed quality dashboards.

AI to formalize, the engine to guarantee

Title

The AI assistant helps turn anything into a contract, from a simple business request to advanced industry standards. The contract stays readable by everyone, checked as soon as it is loaded and executed deterministically: AI proposes, you approve, Okyline enforces.

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Beyond “valid or not”

Every rule of the contract is measured: error rates, completeness, trends over time, down to a step-by-step explanation of each anomaly. Okyline learns the normal behavior of each flow from its history and alerts you as soon as a source drifts. For migrations, quality is tracked run after run until go-live.

Data Quality Gateway

Okyline can simply measure data quality and raise alerts without blocking anything, or act as a data quality gateway: invalid records are set aside with the details of each anomaly, while valid ones continue processing. Errors can be handled without interrupting the flow.

JSON, CSV, XML … : all first-class formats

JSON, JSONL, multi-record CSV, XML, EDI, fixed-width files: all your flows are described the same way and benefit from the same level of control, the same measurements and the same alerts.

Lightweight, fast, and sovereign

Okyline runs anywhere with a CLI of less than 2 MB and an embedded Java library, processing tens of thousands of records per second. The studio and the statistics explorer run locally, without a backend: your data never leaves your environment.

Simplify and unify quality control for your data flows

Designed for humans

Readable syntax, close to your data. Understandit in 5 minutes, master it in one hour.

Designed for humans

Readable syntax, close to your data. Understandit in 5 minutes, master it in one hour.

Interactive schema builder

Tens of thousands of validations per second on a single thread. Perfect for batch processing,ETL, or critical APIs.

Interactive schema builder

Tens of thousands of validations per second on a single thread. Perfect for batch processing,ETL, or critical APIs.

JSON Schema compatible

Native export to JSON Schema (draft-07). Directintegration with OpenAPI, Ajv, Fastify, Postman...

JSON Schema compatible

Native export to JSON Schema (draft-07). Directintegration with OpenAPI, Ajv, Fastify, Postman...

Ultra fast execution

Native export to JSON Schema (draft-07). Directintegration with OpenAPI, Ajv, Fastify, Postman...

Ultra fast execution

Native export to JSON Schema (draft-07). Directintegration with OpenAPI, Ajv, Fastify, Postman...

{ Data quality } on the front line_

Checks happen at the boundaries of your applications: before import, to detect anomalies before they spread, and at export, to guarantee what you pass on. Wherever needed, a contract can check the quality, completeness and consistency of the data exchanged. Every check feeds detailed statistics, so you can monitor the quality of each flow over time.

An explicit agreement between data producers and consumers

An Okyline contract is not just an internal check: readable and executable by everyone, it applies in the same way for those who produce the data and those who receive it.

It can also fit into a broader data contract approach: the Okyline contract serves as the authoritative definition for the structure and intrinsic quality of the data exchanged (conformity, completeness, internal consistency), while governance (ownership, service levels, access) is handled by your data contract, for example following the ODCS standard.

Contact us to discuss your data challenges

CSV, legacy, quality gateway, gouvernance … ? Let’s talk.

From {simple constraints} to complex and calculated business rules_

The Okyline language expresses both basic validations (formats, enumerations, dependencies...) and advanced business rules, including calculated formulas. This expressiveness allows functional requirements to be directly linked to execution, without recoding. Business logic remains governed and synchronized in real time.

Design, test, and validate your contracts with ease, directly on your data example

Okyline Studio is an interactive environment for creating and adjusting your data schemas and mappings. With no backend, Okyline Studio guarantees that your data remains securely with you, while every change is validated and documented in real time.

We never access your data

The studio operates without a backend: your data never leaves your workstation or network. You remain in control of your environments while ensuring compliance (GDPR, internal security).

Instant validation

Each modification to a schema or example immediately triggers validation. Errors are visible as they occur, without waiting for a test cycle.

Automatic documentation

Contracts drafted in the studio instantly produce clear documentation that can be used by both business and IT departments. Design, validation, and documentation progress together, smoothly and consistently.

Who is Okyline for ?

By making formalized quality controls simple and far less costly to implement, Okyline lets project teams deploy them themselves, directly at the boundaries of their applications

Business Teams & Analysts

They co-build contracts with technical teams, test them on real examples and approve them through the live documentation and graph. The contract becomes their specification and acceptance criteria.

Integration & Application Teams

They co-build contracts with business teams, with the help of the AI assistant, and deploy them in data flows, applications and migrations, without custom development.

Flow Owners

They monitor data quality over time, are alerted as soon as a source drifts, and drill down to the rule, source and period concerned.

{Let's talk} about your #projects

Ensuring the quality of your data is a constant challenge?
Let's take a look at how to address this issue.

© 2026 Akwatype. All rights reserved

© 2025 Akwatype. All rights reserved

© 2025 Akwatype. All rights reserved