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Capabilities

Enterprise AI with uncompromising security. Every Pauhu capability is built from the ground up for government and enterprise requirements. No retrofitted cloud services. No data exposure.


Bidirectional Semantic Flow

Pauhu's unique advantage: AI and traditional translation resources work together. Most platforms treat AI and translation memory as separate systems. Pauhu connects them in a continuous learning loop.

graph TB
    subgraph "Traditional Resources"
        TM[Translation Memory<br/>Historical translations]
        TB[Term Base<br/>IATE · EuroVoc · Custom]
    end

    subgraph "AI Resources"
        AI[AI Translation<br/>Real-time generation]
        AIM[AI Memory<br/>Context learning]
        AITB[AI Term Base<br/>Auto extraction]
    end

    subgraph "User Input"
        DOC[Documents]
        USER[User Corrections]
    end

    DOC -->|Translate| AI
    TM -->|Context| AI
    TB -->|Enforce terms| AI
    AI -->|Learn patterns| AIM
    AI -->|Extract terms| AITB
    AITB -->|Suggest| TB
    USER -->|Corrections| TM
    USER -->|Preferences| AIM
    AIM -->|Improve| AI
    TM -->|Usage examples| TB
    TB -->|Context| TM

    style AI fill:#002855,stroke:#fff,color:#fff
    style AIM fill:#002855,stroke:#fff,color:#fff
    style AITB fill:#002855,stroke:#fff,color:#fff
    style TM fill:#0056b3,stroke:#fff,color:#fff
    style TB fill:#0056b3,stroke:#fff,color:#fff

How Knowledge Flows

From To What's Learned Impact
Translation Memory → AI Historical context Previous translations improve accuracy +5% quality
Term Base → AI Domain terminology Consistent term usage enforced +10% consistency
AI → AI Memory Style patterns Organization preferences remembered +18% quality after 10k translations
AI → AI Term Base New terminology Domain-specific terms extracted Auto-discovers 300-500 terms per 100 pages
AI Term Base → Term Base Term suggestions High-confidence terms added to glossary Automated term base maintenance
User Corrections → All Quality feedback Both AI and TM improve from corrections Continuous improvement loop

Competitive Differentiation

Traditional MT (DeepL, Google Translate)

User → Model → Translation
  • No memory between sessions
  • No learning from corrections
  • No terminology management
  • Every translation starts fresh

Traditional CAT Tools (SDL Trados)

User → TM Lookup → Translation
  • Fixed term bases only
  • No AI learning
  • Manual term maintenance
  • Exact matches or nothing

Pauhu (Hybrid Intelligence)

User → TM + TB + AI + Memory → Translation
       ↓         ↓
    Learning ← Extraction
  • AI learns from TM context
  • Terms auto-extracted by AI
  • Continuous improvement
  • Best of both worlds

Security-First Capabilities

  • Quantum-Safe Encryption


    Hybrid X25519 + ML-KEM-768 post-quantum cryptography. NIST FIPS 203 compliant. Protected against future quantum computers.

    Quantum-Safe Encryption

  • Client-Side Encryption


    Your keys stay on your device. All encryption happens client-side with AES-256-GCM. We literally cannot read your content.

    Client-Side Encryption

  • Offline-First


    695 GB of ONNX models run locally. Full functionality without internet. Air-gapped environments supported.

    Offline-First

  • Edge Deployment


    Deploy on-premises, in your cloud, or at edge locations. Same API everywhere. Your infrastructure, your rules.

    Edge Deployment


Translation Capabilities

  • Real-Time Streaming


    Sub-200ms latency for live translation. WebSocket streaming. No waiting for complete responses.

    Real-Time

  • Document Intelligence


    Extract, translate, and reconstruct documents. Preserve formatting, tables, images. 50+ file formats.

    Document Intelligence

  • Translation Memory


    Learn from your corrections. Consistent terminology across projects. Export to TMX standard.

    Translation Memory


Advanced Capabilities

  • Multi-Modal


    Text, images, audio, video. Translate across modalities. OCR, speech-to-text, text-to-speech.

    Multi-Modal

  • File Hubs


    Connect to SharePoint, Google Drive, S3, Azure Blob. Auto-sync and translate. Watch folders.

    File Hubs

  • Auto-Recognition


    Automatic language detection with 99.7% accuracy. Script identification. Dialect recognition.

    Auto-Recognition

  • Quality Assurance


    Built-in QA checks. Terminology validation. Consistency scoring. Human-in-the-loop workflows.

    Quality Assurance


Capability Matrix

Capability Pauhu® Pro Max Ops
Quantum-Safe Encryption
Client-Side Encryption
Offline Mode
Real-Time Streaming
Document Intelligence 5/day Unlimited Unlimited Unlimited
Translation Memory 1,000 100,000 1M Unlimited
Multi-Modal Text only All All All
File Hubs 1 3 10 Unlimited
Edge Deployment
Auto-Recognition
Quality Assurance Basic Full Full Custom

Compliance Certifications

All capabilities are certified under:

  • EU AI Act - Full Article 52 compliance for transparency
  • VAHTI ST III/IV - Finnish government security
  • ISO 27001 - Information security management
  • SOC 2 Type II - Security and availability controls
  • FedRAMP High - US federal government authorization

Getting Started

from pauhu import Pauhu

# Initialize with your API key
client = Pauhu(api_key="pk_...")

# Use any capability
result = client.translate(
    text="Hello, world!",
    target="fi",
    # Enable specific capabilities
    streaming=True,           # Real-time
    use_memory=True,          # Translation memory
    quality_check=True,       # QA validation
    preserve_formatting=True  # Document intelligence
)

print(result.translation)
# "Hei, maailma!"