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01Product · Architecture & capabilities

A production-gradecontent aggregation stack.

OctoReport is built for real workloads, not demo dashboards — stable ingestion, AI cleaning, versioned content, and auditable credit billing in one system.

I · Ingestion

Stable ingestion & cleaning

Search, RSSHub, crawlers, email, and webhooks with retries, health checks, and LLM cleaning into structured content.

II · Content

A versioned content layer

URL deduplication, versioning, and expiration rules that keep only valid content for reporting and analysis.

III · Billing

Templates & atomic billing

Multi-step LLM templates, atomic credit billing with row locks, and full task logs for observability and auditability.