Diffbot

Diffbot is an AI-driven data extraction and knowledge graph platform that transforms unstructured web content into a structured database. This powerful tool enables businesses and researchers to efficiently access and utilize web data for various applications, from market intelligence to e-commerce analytics.

Key features:

- Knowledge Graph: Provides access to over 246 million organizations, 1.6 billion news articles, 3 million retail products, and 23,000 events with detailed data fields and entity matching capabilities.
- Natural Language Processing (NLP): Infers entities, relationships, and sentiment from raw text, with customizable models for specific use cases.
- Data Extraction: Extracts structured data from various web page types without predefined rules, using automatic extraction APIs.
- Web Crawling: Converts websites into structured databases of products, articles, and discussions, with customizable options for specific data needs.
- LeadGraph: Specialized tool for generating leads and enhancing sales and marketing efforts.

How it works:
1. Users interact with Diffbot through its web app and APIs.
2. Data is extracted from web pages using URLs or API calls.
3. Users query the Knowledge Graph using Diffbot's query language to retrieve specific data points or build data feeds.
4. NLP and sentiment analysis tools process text data to infer entities, relationships, and sentiments.

Integrations:
AWS Marketplace, Custom integrations via API

Use of AI:
Diffbot leverages generative AI and machine learning to autonomously extract and structure data from the web. Its NLP capabilities are built on advanced AI models that can infer entities, relationships, and sentiments from raw text.

AI foundation model:
The platform utilizes advanced AI models for its core functionalities, including data extraction, natural language processing, and knowledge graph construction.

Target users:
- Market researchers
- Data scientists
- Business analysts
- Sales and marketing teams
- Developers
- Academic researchers

How to access:
Diffbot is available as a web app, API, and SDK. It is not open source and can be accessed through the company's platform or integrated into other applications via its API.