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Entity Recognition

Finch Fusion automatically identifies and highlights important entities in your documents and reports. This feature helps you quickly spot key information like companies, people, locations, and dates.

What is Entity Recognition?

Entity recognition is an AI-powered feature that:
  • Identifies important elements in your text
  • Categorizes them by type (company, person, date, etc.)
  • Highlights them visually in your reports and documents
  • Enriches them with additional information when available

Entity Types

The system recognizes the following entity types:
Entity TypeExamplesColor
OrganizationApple Inc., Microsoft Corporation, SECBlue
PersonTim Cook, Warren BuffettPurple
TickerAAPL, MSFT, GOOGLDark Blue
Money$150 billion, EUR 2.5MGreen
Percentage15.3%, growth of 8%Teal
DateQ4 2025, January 2026, FY2025Orange
LocationUnited States, Silicon Valley, TokyoLight Green
ProductiPhone 16, Azure, Model YPink
EventAnnual Shareholder Meeting, IPOYellow
LawSarbanes-Oxley Act, GDPRGray
TechnologyMachine Learning, 5G, BlockchainCyan
Exact colors may vary based on your interface theme.

How Entities Appear

In Reports

When viewing a report:
  1. Recognized entities are highlighted inline with their type-specific color
  2. Hover over an entity to see its type and confidence score
  3. Click an entity for more information and actions
Switch between the Preview and Entities tabs to toggle between the full report view and the entity-focused view.

In Documents

When viewing a document:
  1. Select the Entities tab in the document viewer
  2. Extracted entities are shown with color-coded highlights
  3. Browse entities grouped by type

Working with Entities

Viewing Entity Details

Click on a highlighted entity to see:
  • Full entity name
  • Entity type
  • Confidence score
  • Number of mentions in the document

Adding Entities to Your Knowledge Base

You can add recognized entities to your project’s knowledge base for use in knowledge graphs: Adding a single entity:
  1. Click on a highlighted entity
  2. Select Create Entity from the tooltip or context menu
  3. Confirm the entity details
  4. The entity is added to your knowledge base
Adding multiple entities at once:
  1. Open the Entities view for a report or document
  2. Look for non-disambiguated entities (entities not yet in the knowledge base)
  3. Click Batch Create to add multiple entities at once
  4. Review and confirm the entities to add
Adding entities to your knowledge base enriches your knowledge graphs and improves the AI’s understanding of your research domain.
Use entities to navigate your report:
  1. Open the Entities view
  2. Click an entity name
  3. Jump to that location in the report
  4. Use navigation arrows to find other mentions
Find specific entities across your report:
  1. Use the search function
  2. Enter an entity name
  3. See all occurrences highlighted

Entity Enrichment

For recognized entities, the system may provide additional context:

Company Enrichment

When a company is recognized:
  • Official company name
  • Industry classification
  • Key identifiers
  • Related companies

Person Enrichment

When a person is identified:
  • Full name
  • Associated organizations
  • Role or title (when mentioned)
Entity enrichment depends on the entity being recognized in reference databases. Not all entities will have enrichment data available.

Benefits of Entity Recognition

Faster Review

  • Quickly scan for mentioned companies
  • Identify key people at a glance
  • Spot important dates and deadlines
  • See financial figures at a glance

Better Understanding

  • See relationships between entities
  • Understand who and what is discussed
  • Connect information across sections

Improved Research

  • Track entity mentions across documents
  • Build knowledge about key players
  • Identify patterns in your research

Entity Recognition in Reports

Automatic Processing

Entities are automatically recognized when:
  • Documents are uploaded and processed
  • Reports are generated
  • Sections are enriched
No manual action is required to enable entity recognition.

Customization

You can:
  • Toggle entity highlighting on/off
  • Filter to show specific entity types
  • Switch between Preview and Entities views
  • Expand or collapse the entity panel

Accuracy and Limitations

Recognition Accuracy

Entity recognition is highly accurate but may occasionally:
  • Miss entities with unusual formatting
  • Misclassify ambiguous terms
  • Include false positives

When Entities Aren’t Recognized

An entity might not be recognized if:
  • It’s a lesser-known company or person
  • The name is abbreviated or informal
  • Context doesn’t clearly indicate entity type
  • The text contains OCR errors

Manual Corrections

If you notice incorrect entity recognition:
  • Edit the report text directly to clarify
  • Use clearer entity references in your prompts
  • Report systematic issues to support

Entity-Driven Features

Entities power other platform capabilities:

Knowledge Graphs

Recognized entities become nodes in knowledge graphs, showing relationships and connections. See Exploring Graphs for more. Search across your project using entity names for precise results.

Report Generation

Entities help the AI understand key subjects in your documents for better report generation.

Troubleshooting

Entity recognition may still be processing. Wait a few moments and refresh. Check that entity highlighting is enabled in your view settings.
Context determines entity classification. If an entity is ambiguous, the system makes its best guess. You can clarify by editing the surrounding text.
Toggle entity highlighting off or filter to specific types you’re interested in. Not every recognized entity needs attention.
Lesser-known entities may not be recognized. Try using the full, formal name of the entity in your documents.