Research that took days now completed in minutes
The Challenge
A financial services firm needed deep research capabilities for market analysis, due diligence, and competitive intelligence. Consumer AI research tools (ChatGPT, Claude, Perplexity) offered impressive capabilities, but fell short of enterprise requirements. The problems were clear: no source transparency, no data privacy guarantees, no customization for their specialized domain, and no way to integrate research into existing workflows via API.
The Solution
We built a custom deep research agent designed for enterprise deployment:
Intelligent Query Planning
The system decomposes complex research questions into focused sub-queries automatically. A vague question like 'assess market opportunity' becomes 5-7 specific, searchable questions that ensure comprehensive coverage.
Semantic Search Integration
Rather than keyword matching, the agent uses semantic search optimized for AI applications. This surfaces relevant sources that traditional search misses—academic papers, industry reports, and niche publications.
Quality-Ranked Content Extraction
The system doesn't just find sources—it extracts and ranks the most relevant passages. Neural reranking ensures the best content rises to the top, even when processing hundreds of sources.
Structured Report Generation
Research findings are synthesized into executive-ready reports with proper citations, source categorization, and confidence levels. No copy-pasting or manual formatting required.
The Results
The firm didn't just get faster research, they got research that meets their standards.
Off-the-shelf AI research tools couldn't meet our compliance requirements and workflows. Now we have something more powerful that we fully control.— Head of Research, Financial Services Firm