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Report pipelines for real teams.

From industry research to academic tracking, customer feedback, and compliance briefs — a trustworthy, auditable reporting system for professional teams. Every scenario runs in production; none of these are demos.

Real-World Scenarios

Four scenario configs already in production.

Each scenario lists its real sources, processing rules, LLM steps, and a sample output — copy one as-is, or let the wizard build your own version in two minutes.

Daily Industry Newsletter

Auto-collect industry news, official updates, and feeds. Extract key events and evidence with LLMs, then deliver a trend report at 8 AM.

Input Sources

  • Google News: industry + product
  • RSS: industry media, company blogs, technical communities
  • Crawler: official sites and changelogs

Processing Rules

Cleaning Prompt
Extract organization, event type, impact level, and key evidence
Dedup Strategy
UPDATE (daily refresh with latest)
Frequency
Daily at 6 AM

LLM Template

  1. 01Step 1: Summarize daily news → Model: gpt-4o
  2. 02Step 2: Analyze industry trends → Model: claude-3.5-sonnet
  3. 03Step 3: Generate action recommendations → Model: deepseek-v3

Output Sample

# Industry Daily - 2025-01-21

## Top Stories
1. **Platform A ships new API**: batch jobs and audit logs included
2. **Industry media tracks regulatory updates**: retention requirements are getting specific
...

## Industry Trends
- Automated reporting is moving from summaries to auditable pipelines
- Teams care more about source quality and version changes
...

Academic and Technical Digest

Aggregate preprints, scholarly APIs, technical blogs, and open-source updates. Match keywords and generate a daily digest of items worth following.

Input Sources

  • Scholarly APIs: arXiv, bioRxiv, OpenAlex
  • Technical sources: RSS, GitHub, changelogs

Processing Rules

Cleaning Prompt
Extract paper/project title, method, conclusion, links, and follow-up reason
Dedup Strategy
UPDATE (refresh latest version)
Frequency
Daily at 7 AM

LLM Template

  1. 01Step 1: Filter high-relevance items → Model: gpt-4o-mini
  2. 02Step 2: Generate digest summary → Model: deepseek-v3

Output Sample

# Academic and Technical Digest - 2025-01-21

## Worth Following
1. **New benchmark for retrieval-augmented evaluation**
   - Source: arXiv
   - Reason: relevant to report grounding modules
...

Customer Feedback Weekly

Aggregate support email, inbound webhooks, forms, and product updates. Extract themes, impact, and status to generate an actionable team weekly.

Input Sources

  • Email: support@ / feedback@
  • Webhook: forms, support systems, internal tools

Processing Rules

Cleaning Prompt
Extract feedback theme, impacted users, severity, and action items
Dedup Strategy
UPDATE (refresh by topic)
Frequency
Weekly on Friday at 6 PM

LLM Template

  1. 01Step 1: Extract structured data → Model: gpt-4o
  2. 02Step 2: Cluster themes and trends → Model: claude-3.5-sonnet
  3. 03Step 3: Generate next-week action list → Model: deepseek-v3

Output Sample

{
  "main_themes": [
    {
      "theme": "Report export format",
      "impact": "12 feedback items",
      "priority": "high",
      "recommendation": "Add HTML template guidance"
    }
  ]
}

Product Update Tracking

Crawl websites, blogs, release notes, and social channels. Analyze product updates, pricing page changes, and market activity into a weekly report.

Input Sources

  • Product sites: 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

  1. 01Step 1: Categorize competitive moves → Model: gpt-4o
  2. 02Step 2: SWOT analysis → Model: claude-3.5-sonnet
  3. 03Step 3: Generate action recommendations → Model: deepseek-v3

Output Sample

# Product Update Weekly - Week 3, 2025

## Product Updates
- **Product A**: Launched AI customer service, priced at $99/mo
- **Product B**: Updated enterprise permission page

## Suggested Actions
- Update public FAQ
- Review whether the permissions page needs screenshots
...

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