Technical Deep DiveFebruary 20, 202510 min read

Deep Research Mode:
AI Research in 90 Seconds

How PROCUX orchestrates 15 AI executives, searches 50+ web sources, and generates comprehensive research reports—all in under 90 seconds with real-time progress tracking.

Quick Answer

Deep Research Mode orchestrates 15 AI executives working in parallel to research a topic: generates sub-questions, searches 50+ web sources, scrapes content, analyzes findings, and synthesizes a comprehensive report—all in 60-90 seconds.

The Research Time Problem

Manual Research

Time:2-4 hours
Sources:10-15
Cost:$150-300
Quality:Variable

ChatGPT/Claude

Time:15-30 min
Sources:0 (training data)
Cost:$0.20
Quality:Medium

PROCUX Deep Research

Time:60-90 seconds
Sources:50-80
Cost:$0.40-0.80
Quality:High

McKinsey Finding: The average knowledge worker spends 19.5 hours per week searching for and gathering information—49% of a full-time workweek wasted on research tasks that AI can automate.

Key Features

15 AI Executives

CEO, CFO, CTO, CMO and more analyze in parallel

50+ Web Sources

Real-time Tavily API search for current data

Full Article Scraping

Firecrawl extracts complete article content

90 Second Reports

Comprehensive research in under 2 minutes

89% Confidence

Multi-agent consensus for reliable findings

APA/MLA Citations

Properly formatted source citations

The 6-Phase Research Pipeline

Deep Research Mode combines multi-agent coordination, real-time web search (Tavily API), content extraction (Firecrawl), parallel execution, and knowledge synthesis into a seamless pipeline.

1

Planning

5-10 sec0-15%

Select agents, generate sub-questions, create search queries

2

Web Search

10-15 sec15-40%

Execute 5-10 searches via Tavily API, retrieve 50+ sources

3

Content Scraping

10-20 sec40-55%

Scrape top 5 sources via Firecrawl, extract full content

4

Agent Analysis

25-35 sec55-85%

15 agents analyze in parallel with confidence scores

5

Synthesis

5-10 sec85-95%

Aggregate findings, identify themes, calculate confidence

6

Report Generation

5 sec95-100%

Generate Markdown report with citations

Architecture Overview

User Query: "What are the latest AI trends in enterprise adoption?"
    ↓
┌─────────────────────────────────────────────────────────────┐
│ PHASE 1: PLANNING (0-15%)                                   │
│ - Select relevant agents (CEO, CTO, CMO)                   │
│ - Generate 5-10 sub-questions                              │
│ - Create search queries                                    │
└─────────────────────────────────────────────────────────────┘
    ↓
┌─────────────────────────────────────────────────────────────┐
│ PHASE 2: WEB SEARCH (15-40%)                               │
│ - Execute 5-10 searches via Tavily API                    │
│ - Retrieve 50+ sources (articles, reports)                │
└─────────────────────────────────────────────────────────────┘
    ↓
┌─────────────────────────────────────────────────────────────┐
│ PHASE 3-4: SCRAPING & ANALYSIS (40-85%)                    │
│ - Firecrawl extracts full content                         │
│ - 15 AI executives analyze in parallel                    │
└─────────────────────────────────────────────────────────────┘
    ↓
┌─────────────────────────────────────────────────────────────┐
│ PHASE 5-6: SYNTHESIS & REPORT (85-100%)                    │
│ - Aggregate findings, calculate confidence                │
│ - Generate Markdown report with citations                 │
└─────────────────────────────────────────────────────────────┘
    ↓
Final Report: 2,000-5,000 word research report
Total Time: 60-90 seconds

Performance Metrics

87 seconds
Average Research Time
vs 2-4 hours manual
50-80
Sources Analyzed
Per research task
10-15
Agent Findings
Multiple perspectives
89%
Confidence Score
Average across research
$0.40-$0.80
Cost per Research
vs $150-300 manual
Comprehensive
Research Depth
Executive-level quality

Use Cases

Market Research

Analyze market trends, competitor landscape, and opportunities in minutes

Due Diligence

Comprehensive company research for investments or partnerships

Industry Monitoring

Weekly automated reports on industry developments

Competitive Intelligence

Deep analysis of competitor strategies and positioning

Try Deep Research Mode

Get comprehensive research reports in 90 seconds. 5 free research tasks included in trial.

Related Articles