Intelligent Knowledge Pipeline

Configure once, optimize continuously, and only pay for what you need

Smart Token Management

Optimize costs with intelligent crawling and targeted updates

90%
Average token
reduction
S8S
Summarize
& Optimize
Drift
Driven
updates
Pay
Only for what
you need

Smart Crawling

Configurable crawling schedules with intelligent URL management

  • Custom crawl schedules per URL
  • Efficient URL quota management
  • Intelligent crawl prioritization
  • Configurable update frequencies
  • Automated content change detection

YAML Rules Engine

Adaptive extraction patterns that evolve with your content

  • AI-assisted rule generation
  • Drift-based optimization
  • Pattern evolution tracking
  • Content structure adaptation
  • Pay-per-optimization model

Content Pruning

Remove noise before it reaches your AI models

  • Smart content filtering
  • Precise field extraction
  • Structure preservation
  • Quality validation
  • Token usage optimization

Dynamic Summarization

Pay-per-use summarization with drift-based updates

  • Initial summarization
  • Drift-triggered updates
  • Quality-based refresh
  • Token optimization
  • Contextual awareness

Drift Detection

coming soon

Smart monitoring that triggers updates only when needed

  • Content structure monitoring
  • Extraction quality tracking
  • Summary relevance checks
  • Scheduled validation
  • Intelligent update triggers

Intelligent Cost Management

Configure your crawling schedule, and we'll handle the rest. Pay only when you need updates - whether it's new summaries, rule optimizations, or content refreshes. Our drift detection ensures you only spend tokens when there's meaningful change.