Company Research

Generate comprehensive Account Research Reports as professionally styled PDFs from a company URL.

Workflow

• Research the company (web fetch + searches)

• Build JSON data structure

• Generate PDF via scripts/generate_report.py

• Deliver PDF to user

Phase 1: Research (Parallel)

Execute these searches concurrently to minimize context usage:

WebFetch: [company URL] WebSearch: "[company name] funding news 2024" WebSearch: "[company name] competitors market" WebSearch: "[company name] CEO founder leadership"

Extract from website: company name, industry, HQ, founded, leadership, products/services, pricing model, target customers, case studies, testimonials, recent news.

Phase 2: Build Data Structure

Create JSON matching this schema (see references/data-schema.md for full spec):

{ "company_name": "...", "source_url": "...", "report_date": "January 20, 2026", "executive_summary": "3-5 sentences...", "profile": { "name": "...", "industry": "...", ... }, "products": { "offerings": [...], "differentiators": [...] }, "target_market": { "segments": "...", "verticals": [...] }, "use_cases": [{ "title": "...", "description": "..." }], "competitors": [{ "name": "...", "strengths": "...", "differentiation": "..." }], "industry": { "trends": [...], "opportunities": [...], "challenges": [...] }, "developments": [{ "date": "...", "title": "...", "description": "..." }], "lead_gen": { "keywords": {...}, "outreach_angles": [...] }, "info_gaps": ["..."] }

Phase 3: Generate PDF

Install if needed

pip install reportlab

Save JSON to temp file

cat > /tmp/research_data.json << 'EOF' {...your JSON data...} EOF

Generate PDF

python3 scripts/generate_report.py /tmp/research_data.json /path/to/output/report.pdf

Phase 4: Deliver

Save PDF to workspace folder and provide download link:

Download Company Research Report

Quality Standards

• Accuracy: Base claims on observable evidence; cite sources

• Specificity: Include product names, metrics, customer examples

• Completeness: Note gaps as "Not publicly available"

• No fabrication: Never invent information

Resources

• scripts/generate_report.py

• PDF generator (uses reportlab)

• references/data-schema.md

• Full JSON schema with examples