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)
- No memory between sessions
- No learning from corrections
- No terminology management
- Every translation starts fresh
Traditional CAT Tools (SDL Trados)
- Fixed term bases only
- No AI learning
- Manual term maintenance
- Exact matches or nothing
Security-First Capabilities¶
-
Quantum-Safe Encryption
Hybrid X25519 + ML-KEM-768 post-quantum cryptography. NIST FIPS 203 compliant. Protected against future quantum computers.
-
Client-Side Encryption
Your keys stay on your device. All encryption happens client-side with AES-256-GCM. We literally cannot read your content.
-
Offline-First
695 GB of ONNX models run locally. Full functionality without internet. Air-gapped environments supported.
-
Edge Deployment
Deploy on-premises, in your cloud, or at edge locations. Same API everywhere. Your infrastructure, your rules.
Translation Capabilities¶
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Real-Time Streaming
Sub-200ms latency for live translation. WebSocket streaming. No waiting for complete responses.
-
Document Intelligence
Extract, translate, and reconstruct documents. Preserve formatting, tables, images. 50+ file formats.
-
Translation Memory
Learn from your corrections. Consistent terminology across projects. Export to TMX standard.
Advanced Capabilities¶
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Multi-Modal
Text, images, audio, video. Translate across modalities. OCR, speech-to-text, text-to-speech.
-
File Hubs
Connect to SharePoint, Google Drive, S3, Azure Blob. Auto-sync and translate. Watch folders.
-
Auto-Recognition
Automatic language detection with 99.7% accuracy. Script identification. Dialect recognition.
-
Quality Assurance
Built-in QA checks. Terminology validation. Consistency scoring. Human-in-the-loop workflows.
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!"