Semantic Web Search & Re-Ranking

This workflow enhances web research by combining Brave Web Search API with LLM-powered semantic re-ranking. It generates optimized queries, fetches results, ranks them by relevance, and extracts the most useful insights — all delivered via webhook. Perfect for researchers, analysts, and automation builders who want accurate, context-aware search results without manual filtering.

Key Features:

• 🌐 Smart Query Generation – Uses multi-step reasoning (via LLMs) to create effective search queries.
• 📊 Result Re-Ranking – Re-orders search results based on semantic relevance to the research question.
• 📝 Information Extraction – Summarizes and highlights key insights directly from descriptions.
• 🔗 Webhook Integration – Accepts user queries via webhook and returns ranked results in structured JSON.
• 🔑 Brave API Integration – Free search tier supported; just add your API key.
• 🔄 Customizable Models – Compatible with OpenAI, Anthropic Claude, and Google Gemini LLMs.
• ⚙️ Flexible Input/Output – Can be adapted for webhooks or other input nodes for seamless integration.