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Vector Embeddings

Turn content into vectors.

FyBrain converts every document into high-dimensional vector embeddings that capture semantic meaning. Enable similarity search, clustering, and AI-powered discovery.

<1s
Processing
40+
Languages
Scalability
100+
File Types
Contract
Agreement
Invoice
Receipt
Report
Analysis
Proposal
Memo
Similar documents cluster together
Contracts
Financial
Reports

What You Can Do With Embeddings

Vector embeddings unlock powerful capabilities for understanding and organizing your content.

Semantic Search

Find documents by meaning, not keywords. Query in natural language and get relevant results.

Document Clustering

Automatically group similar documents. Discover patterns in your content library.

Duplicate Detection

Find near-duplicates and similar versions. Clean up redundant content.

Recommendation

Suggest related documents based on what users are viewing or working on.

How Embeddings Work

FyBrain processes your documents through a sophisticated pipeline to generate high-quality vector representations.

1
Analysis
Documents are analyzed for optimal processing
2
Encoding
Content is transformed into semantic representations
3
Normalization
Vectors are normalized for consistent similarity scores
4
Indexing
Vectors are indexed for fast nearest-neighbor search

Technical Specifications

Embedding QualityState-of-art
Search Speed<50ms
AccuracyIndustry-leading
Languages40+
File Types100+
Availability99.9% SLA

Always Up-to-Date

Embeddings are automatically regenerated when documents change.

Auto-Refresh

Embeddings update when documents are modified

Version History

Previous embeddings stored for comparison

Quality Assurance

Automatic validation of embedding quality

Discover Document Relationships

See how your documents relate to each other. Find similar content you didn't know existed.

Similar Documents
Based on: Service Agreement - Acme Corp
Master Service Agreement - TechStart
94% match
ContractLegal
Service Level Agreement - GlobalCo
87% match
ContractSLA
Professional Services Contract
82% match
ContractServices
12 more similar documents found

Cross-Module Intelligence

Embeddings connect content across all Fyboard modules. A contract in AlphaCore can surface related invoices in DataBoard or supporting documents in FyDrive.

AlphaCore ContractRelated FyDrive Files
DataBoard EntrySource Documents
Any DocumentSimilar Across Modules
AlphaCore
FyDrive
DataBoard
FyBrain

Developer-Friendly API

Access embedding capabilities programmatically. Build custom integrations and workflows.

Find Similar Documents
// Find similar documents
const similar = await fybrain.findSimilar({
documentId: "doc_abc123",
limit: 10,
threshold: 0.8
});

RESTful API

Standard HTTP endpoints for all operations

Real-time Webhooks

Get notified when embeddings are ready

Batch Operations

Process thousands of documents efficiently

Power your search with embeddings

Vector embeddings are generated automatically for all your files in FyBrain.