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USE CASE

News API for AI Startups

Train models, build RAG applications, and power AI agents with real-time, structured news data.

Why AI Startups Choose NewsMesh

Building AI applications that understand the world requires fresh, high-quality data. NewsMesh provides exactly what AI teams need:

  • Clean, structured data - Consistent JSON schema ready for ML pipelines
  • Real-time updates - Keep your models current with breaking news
  • Rich metadata - Categories, topics, entities, and timestamps for feature engineering
  • Historical access - Build training datasets from weeks or months of news
  • High volume - Scale from prototypes to production with flexible rate limits

Common AI Use Cases

RAG Applications

Ground your LLM responses in real-time news. Build chatbots that can answer questions about current events, or agents that stay informed about the world.

Sentiment Analysis

Train sentiment models on news text or run inference on live articles. Track market sentiment, brand perception, or public opinion trends.

Named Entity Recognition

Extract people, companies, and locations from news articles. Build knowledge graphs or enhance your NER models with diverse news data.

AI Agents & Tools

Give your AI agents access to current news. Build MCP servers, LangChain tools, or custom integrations that fetch relevant news on demand.

Summarization & Generation

Fine-tune summarization models on news articles or build automated news digest generators. News provides excellent training data for text generation tasks.

Example: Fetching Data for RAG

# Search for relevant articles to augment LLM context
curl "https://api.newsmesh.co/v1/search?apiKey=YOUR_API_KEY&q=climate+policy&limit=5"

Returns structured articles with title, description, content preview, source, and publication date - perfect for injecting into your LLM prompt.

Example: Building Training Datasets

# Fetch technology news from the past week
curl "https://api.newsmesh.co/v1/latest?apiKey=YOUR_API_KEY&category=technology&limit=25"

Paginate through results to build labeled datasets for classification, NER, or summarization tasks.

Example: Real-Time Agent Tool

# Get trending news for an AI agent
curl "https://api.newsmesh.co/v1/trending?apiKey=YOUR_API_KEY&limit=10"

Perfect for AI agents that need to stay current. Integrate as a tool in LangChain, AutoGPT, or your custom agent framework.

Recommended Plan

AI startups typically need higher volumes for training and real-time access for inference. We recommend:

  • Growth ($79/mo) - Great for prototyping and small-scale production. 75K requests/month with real-time access.
  • Pro ($199/mo) - For production AI applications. 250K requests/month with 6 months of historical data for training.
  • Enterprise - For large-scale training runs or high-frequency inference. Custom rate limits and bulk data access.

Need bulk historical data for training? Contact us about data exports.

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