Use cases

Solutions for real teams

From media monitoring to executive briefings, OctoReport turns noisy streams into trusted, auditable reports.

Real-World Use Cases

From financial intelligence to procurement monitoring, reliable data aggregation for professional teams

📈

Daily Financial Newsletter

Auto-collect financial news daily, extract key events and data with LLM, generate industry trend analysis, delivered to your inbox at 8 AM.

Input Sources

•Google News: finance + tech
•RSS: Financial Times, Bloomberg, Reuters
•Crawler: Specific financial institution websites

Processing Rules

Cleaning Prompt: Extract company name, event type, impact level, key metrics

Dedup Strategy: UPDATE (daily refresh with latest)

Frequency: Daily at 6 AM

LLM Template

•Step 1: Summarize daily news → Model: gpt-4o
•Step 2: Analyze industry trends → Model: claude-3.5-sonnet
•Step 3: Generate investment insights → Model: deepseek-v3

Output Sample

# Financial Daily - 2025-01-21

## Top Stories
1. **Tesla Q4 beats expectations**: Revenue $25.1B, up 18% YoY
2. **Fed holds rates steady**: Powell signals continued inflation watch
...

## Industry Trends
- EV sector showing strength
- Tech stocks diverging
...

📋

Real-Time Tender Alerts

Monitor government procurement platforms like CCGP, match keywords (construction/IT/consulting), send alerts within 15 minutes of new postings.

Input Sources

•Tender platforms: CCGP, regional gov procurement sites
•Keywords: "software dev", "IT consulting", "data analysis"

Processing Rules

Cleaning Prompt: Extract project name, budget, deadline, contact info

Dedup Strategy: KEEP_OLD (skip known projects)

Frequency: Check every 15 minutes

LLM Template

•Step 1: Filter matching projects → Model: gpt-4o-mini
•Step 2: Generate push summary → Model: deepseek-v3

Output Sample

# New Tender Alert - 2025-01-21 10:30

## Matching Projects
1. **City Gov Data Platform Dev**
   - Budget: $500K
   - Deadline: 2025-02-15
   - Contact: [email protected]
...

💼

Smart Job Matching

Aggregate multiple job boards, extract position, salary, requirements, match intelligently with resumes, generate job recommendations.

Input Sources

•Job boards: Indeed, LinkedIn, Glassdoor
•Crawler: Company career pages

Processing Rules

Cleaning Prompt: Extract job title, salary range, skills, location

Dedup Strategy: UPDATE (daily refresh)

Frequency: Daily at 8 PM

LLM Template

•Step 1: Extract structured data → Model: gpt-4o
•Step 2: Score resume match → Model: claude-3.5-sonnet
•Step 3: Generate recommendation list → Model: deepseek-v3

Output Sample

{
  "recommended_jobs": [
    {
      "position": "Full Stack Engineer",
      "company": "TechCorp",
      "salary": "$120K-150K",
      "match_score": 92,
      "reason": "Perfect skill match, relevant experience"
    }
  ]
}

🔍

Competitive Intelligence

Crawl competitor websites and social media, subscribe to industry RSS, analyze product updates and pricing, generate weekly competitive reports.

Input Sources

•Competitor sites: product updates, blogs
•RSS: Industry media, TechCrunch
•Social: Twitter, LinkedIn

Processing Rules

Cleaning Prompt: Extract product features, pricing changes, marketing activities

Dedup Strategy: UPDATE

Frequency: Weekly on Monday at 9 AM

LLM Template

•Step 1: Categorize competitive moves → Model: gpt-4o
•Step 2: SWOT analysis → Model: claude-3.5-sonnet
•Step 3: Generate action recommendations → Model: deepseek-v3

Output Sample

# Competitive Weekly - Week 3, 2025

## Product Updates
- **Competitor A**: Launched AI customer service, priced at $99/mo
- **Competitor B**: Raised $10M Series A

## SWOT Analysis
Strengths: Our multi-source aggregation is more powerful
Weaknesses: Competitor A has better UI
...

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# Financial Daily - 2025-01-21 ## Top Stories 1. **Tesla Q4 beats expectations**: Revenue $25.1B, up 18% YoY 2. **Fed holds rates steady**: Powell signals continued inflation watch ... ## Industry Trends - EV sector showing strength - Tech stocks diverging ...

{ "recommended_jobs": [ { "position": "Full Stack Engineer", "company": "TechCorp", "salary": "$120K-150K", "match_score": 92, "reason": "Perfect skill match, relevant experience" } ] }

# Competitive Weekly - Week 3, 2025 ## Product Updates - **Competitor A**: Launched AI customer service, priced at $99/mo - **Competitor B**: Raised $10M Series A ## SWOT Analysis Strengths: Our multi-source aggregation is more powerful Weaknesses: Competitor A has better UI ...