Text / Financial Services
Textual Data | 72M+ Company Data Records | Machine Learning (ML) Data | Chatbot Training Data | AI Training Data
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Overview
Textual Data | 72M+ Company Data Records | Machine Learning (ML) Data | Chatbot Training Data | AI Training Data is a text dataset. Typical applications include LLM pre-training, fine-tuning & instruction data and conversational AI. Relevant sectors: Financial Services, Education, AI & Machine Learning and Science & Research. It is offered as a paid dataset; pricing details are provided on request.
Primary applications
Use Textual Data to build Large Language Models (LLMs), Data pipelines, Machine Learning (ML) Data workflows, and chatbot training datasets. With 4.5B+ structured records delivered by the provider, spanning company, jobs, employee, and post sources, you get unmatched detail about businesses. ➡️ Key capabilities -> Textual Data: company and employee posts, job descriptions, company reviews, and news mentions ready for language modeling -> Large Language Model (LLM) Data: real-world web text for pre-training, fine-tuning, and grounding -> Chatbot Training Data: conversational and descriptive text drawn from posts, reviews, and job content -> Machine Learning (ML) Data: structured fields and labels for feature engineering and model development -> AI-native access: semantic search, entity recognition, an agentic search API, and MCP connectivity ➡️ Coverage & scale -> 5B+ records across company, employee, jobs, and posts sources -> Global reach spanning every country and region, with filtering option by region or territory -> Historical data available from 2016 for company and employee data, and from 2020 for jobs -> A refresh engine designed to catch what actually changed, rather than rewriting untouched records on a schedule -> Output in JSONL, JSON, or Parquet so records drop straight into a training or data pipeline ➡️ Use cases ✅ Pretraining and fine-tuning LLMs and chatbots ✅ Grounding retrieval systems in fresh, real-world entities ✅ Building features and labels for machine l
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