Documentation - Entity Enricher

Documentation

Everything you need to integrate Entity Enricher into your data pipeline.

Getting Started

Get up and running in minutes:

  1. Create an account and set up your organization
  2. Configure your LLM provider API keys
  3. Generate or upload a JSON schema for your entity type
  4. Start enriching entities — individually or in batch
  5. Use the API for programmatic access with organization access keys

Interactive API Docs

Interactive API documentation with request/response examples. Requires authentication.

Authentication

The API supports two authentication methods: Bearer JWT tokens for web clients, and API keys (format: ent_XXXX) for programmatic access via the X-API-Key header.Learn more →

Documentation

Getting Started

Quick links, authentication, and Swagger / ReDoc API explorers.

Core Concepts

Schemas, expertise domains, enrichment strategies, and the quality controls that make output reliable.

Enrichment Flow

Step-by-step walkthrough of the enrichment pipeline from input to structured output.

Strategies

Single-pass vs expert-domains vs multi-expertise — when to use each.

Classification

Pre-flight entity-type check that prevents enriching the wrong kind of thing.

Multi-Model Fusion

Field-level conflict detection with rule-based merging or LLM-arbitrated resolution.

Multilingual

Enrich in 40 languages with one portable, database-agnostic JSON format.

Document Attachments

Attach PDFs, images, Office documents and text files to any enrichment job.

Hallucination Prevention

8 defense layers that stop LLMs from fabricating structured data.

AI Generation

Generate a JSON schema from natural language or a sample document, with LLM self-correction.

Schema Editor

Visual editor with drag-drop, inline editing, and AI-assisted refinement.

Validation Rules

8 validation rules that catch broken schemas before they reach a model.

Batch Processing

Enrich up to 100 entities in parallel with real-time progress and export.

Playground

Test custom prompts against any AI model with response formatting, token tracking and persistent history.

Records

Browse, filter, and analyze every enrichment result with grouping, search keys, and batch operations.

Cost Dashboard

Real-time cost analytics with time-series charts, performance metrics, and per-model breakdowns.

Organizations & Roles

Multi-tenant management with 4 roles, team invitations, and per-org API keys.

Models & Pricing

LLM model management, automatic pricing sync, health checks, and BYOK support.

API Keys

Programmatic access via X-API-Key, scopes, and organization access keys.

n8n Connector

Official n8n community node: actions, dynamic dropdowns, and SSE-backed enrichments.

Make.com Connector

Make.com Custom App with 7 first-class modules and dynamic RPC dropdowns.

Ollama Tunnels

Run local Ollama against the hosted API via reverse WebSocket — no public ports, no SSH.

API Reference

Complete REST API reference with authentication, endpoints, and code examples.

Use Cases

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Features

Guides

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