search-layer

Deduplicating web search results across multiple APIs requires orchestrating Brave, Exa, Tavily, and Grok, then applying intent-aware ranking to merge overlapping entries. This approach provides a single, clean list of sources with provenance and scores.

Intent-aware ranking can prioritize fresh information for status updates by applying freshness controls and domain boosts. It routes results through scoring mechanisms that evaluate query intent to surface authoritative and recent data.

Performing multi-source search for fact lookups and comparisons is best achieved by coordinating Brave, Exa, Tavily, and Grok simultaneously. This returns deduplicated, ranked results with structured outputs and provenance.

Running Exa, Tavily, and Grok searches requires configured API keys for each respective service. Brave web_search is orchestrated alongside them, but these three external providers mandate authentication to retrieve and rank data.

Multi-source search orchestration handles domain boosts and freshness controls by applying them during the intent-aware scoring phase. This ensures specific domains are prioritized and outdated information is filtered from the final ranked results.

Multi-source search results lack provenance and deduplication when queries are not routed through a unified intent-aware scoring layer. Coordinating Brave, Exa, Tavily, and Grok together resolves this by structuring outputs with sources and scores.