Prompt Injection
An adversarial attack technique where malicious instructions are embedded in prompts to manipulate AI model behavior.
- AI
September 3, 2025
Deep Research
An AI-powered capability that performs multi-step research by searching, reading, and synthesizing information across multiple sources.
AI
Definition
Deep Research refers to an advanced AI capability where models autonomously perform multi-step reasoning and web exploration to gather, analyze, and synthesize information across multiple sources. Unlike standard single-query answers, deep research agents refine questions, cross-check facts, and build comprehensive insights.
This functionality is used to handle complex queries that require more than a single source or reasoning step. It is central to advanced LLMs, copilots, and research assistants that go beyond surface-level summaries to generate detailed, validated reports.
For GEO and AI-powered search, deep research is critical because it determines which sources are discovered, cited, and trusted by AI systems during long-form query handling. Businesses benefit by ensuring their content is authoritative, structured, and optimized for inclusion in these workflows.
Examples of Deep Research
1 An AI assistant exploring multiple medical journals before summarizing treatment comparisons.
2 A marketing agent pulling data from blogs, reports, and case studies to generate a full competitor analysis.
3 An AI system investigating climate datasets, combining multiple reports into a synthesized overview.
Frequently Asked Questions about Deep Research
Deep research involves multiple reasoning steps, iterative searching, and cross-referencing across sources, whereas standard queries often return single-pass results.
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