How does Systran's pricing differ from metered SaaS models?

Most generic AI translation tools charge by the character or word, financially penalizing global scaling. Systran operates on a Predictable Scale model, offering unlimited translation volumes at a fixed enterprise cost, resulting in an average of 2-3x TCO savings.

Can we train the AI engine on our highly specific industry terminology?

Yes. While generic tools rely on rigid, surface-level glossaries, Systran features Model Studio. This zero-code environment allows you to upload your proprietary Translation Memories (TMs) to fine-tune our industry-specific foundation models, often achieving up to a +15 BLEU score improvement in hours.

Does Systran integrate directly into our existing enterprise tools?

Absolutely. To prevent “Shadow AI” behavior (employees copying/pasting text into web tabs), Systran embeds directly where your teams work. We offer native integrations for Microsoft Office 365, Relativity (eDiscovery), Zendesk, standard browsers, and a robust REST API for custom development.

What deployment models are available for highly regulated industries?

We fit your compliance requirements, not the other way around. Choose from three sovereign deployment models: Air-Gapped On-Premise (total isolation), Private Cloud (single-tenant exclusivity), or Sovereign SaaS (EU-hosted, multi-tenant cloud with ISO 27001 security).

Why should we choose specialized models over generic public LLMs?

Generic AI guesses; Systran knows. Public LLMs prioritize conversational fluency, which often leads to dangerous hallucinations when translating technical, legal, or medical jargon. Our 14 specialized domain models are trained for exact terminological fidelity, ensuring technical accuracy over probabilistic guessing.

Specialized Enterprise AI Translation

Argonos Systran: translate everything. Leak nothing.

Stop feeding corporate IP to public cloud models. Deploy high-precision, domain-trained neural translation inside a zero-trust architecture. Achieve native-level fluency across 70 languages while maintaining absolute data sovereignty.

95% Domain Accuracy Industry-trained models
Zero Data Retention
2-3x TCO Savings
100% Stateless processing

Book a demo

Simulated interface, for illustrative purposes

They trust us

The agents

The Enterprise Translation Trap

Generic “Language AI” forces regulated industries into a dangerous compromise. When your workforce uses public web translators, your proprietary IP becomes their training data, and technical accuracy is sacrificed for conversational fluency.

The Shadow AI Data Breach

77% of employees bypass IT to paste confidential data into public GenAI tools. “Free” has a cost: HTTPS only protects data in transit, not at rest. If it hits a public server, your IP is the payment.
The Fluency Trap & Hallucinations

Generic LLMs sound natural but dangerously hallucinate highly specific legal, medical, and defense terminology. Surface-level glossaries are rigid, they only patch the output instead of adapting the neural engine.
The Compliance & SaaS Tax

Public cloud usage triggers massive data governance audits, slowing down clinical trials and cross-border litigation. Meanwhile, metered pricing models (pay-per-word) financially penalize your global scalability.

The sovereign AI advantage

Generic AI Guesses. Systran Knows.

Compliance is useless without competence. A secure translation of a legal contract or clinical trial is legally dangerous if the translation itself is technically inaccurate. Systran eliminates the trade-off between absolute data security and domain-specific precision.

Language AI Built Specifically for Regulated Industries

Absolute Data Sovereignty
Absolute Data Sovereignty
Your data never leaves your perimeter. Zero data retention. Zero model training on your corporate IP. Deploy via air-gapped on-premise servers, single-tenant private cloud, or sovereign SaaS.
Domain-Specific Precision
95% Target Accuracy
Stop patching generic outputs. Leverage out-of-the-box models trained specifically for Legal, Life Sciences, Defense, and Manufacturing jargon to instantly reduce MTPE (Machine Translation Post-Editing) requirements.
Predictable Scale
2-3x Average TCO Savings
Defeat the “Tax on Success.” Move away from exploding per-character SaaS fees. Translate unlimited volumes – from massive document batches to live corporate chat – at a flat, predictable enterprise cost.

Flexible Infrastructure

Deploy Where Your Data Lives

Complete isolation on your own hardware. Built for Defense, Intelligence, and public sector environments requiring strict, network-disconnected zero-leakage mandates.

Proprietary AI

Don't Just Patch the Output. Own the Engine.

Rapid Domain Adaptation
Don’t start from scratch. Use our pre-built industry models as a foundation and fine-tune them to achieve up to a +15 BLEU score improvement in hours, not months.
Zero-Code Training
Simply upload your proprietary Translation Memories (TMs) or bilingual data. The Studio automatically cleans, de-duplicates, and processes the data to build your tailored model.
Automated Evaluation
Remove the guesswork. Instantly benchmark and mathematically prove the accuracy of your new custom engine against standard baselines before deploying it to your business units.
Absolute Sovereignty
Your linguistic assets remain your exclusive intellectual property. They are utilized solely to train your private, dedicated model and are never exposed to third-party networks.

Absolute Sovereignty

Translate Everything Leak Nothing.

Encryption in transit isn’t enough, public-server translation makes your IP the price. Zero-exposure infrastructure guarantees it stays yours.

Zero Data Retention: 100% stateless API processing.
Zero IP Training: Your data never trains public LLMs.
Regulatory Ready: ISO 27001, GDPR, and HIPAA compliant. Sovereign Hosting: Strict EU-hosted infrastructure or air-gapped deployments.

data security connection over nighttime cityscape 2026 09 22 09 29 49 utc

Where the work actually happens

See it in action

The pain

Manual validation of multilingual trial documentation delays FDA/EMA submissions by weeks, pushing back the launch date itself.

With Argonos

Expedite Global Clinical Trials

Manual validation delays FDA/EMA submissions by weeks. Top-10 global pharma firms use our private Medical-Domain models to cut time-to-submission by 40% and gain months on drug market launches. Fully HIPAA compliant.

Security and Compliance playbook

Is "Shadow AI" Leaking Your Corporate IP?

77% of employees admit to pasting confidential corporate data into public translation tools. Download our playbook to uncover hidden…

Download the CISO’s Guide to AI Translation

Event

Visioncast: Unveiling what’s next with Operational AI

The new era of enterprise AI is here.

Event

INFORM Europe 2026

From Enterprise Knowledge to Trusted & Governed AI. Transforming Industries & Life Sciences: From Enterprise Intelligence to Intelligent…