SYSTEM ONLINE | SOLUTIONS · BY TEAM
hub USE CASES

Built for teams that read the web at scale.

The same engine serves a two-person research desk and a platform team running millions of captures a day. Only the quota changes.

shopping_cart

Commerce Intelligence

Track assortment, availability and price movement across regional storefronts without brittle per-site selectors.

catalog.diff() → 18,402 SKUs tracked
model_training

AI Training Corpora

Assemble structured interaction traces that teach models how real interfaces behave, not just how they look.

corpus.export() → parquet / JSONL
query_stats

Market Research

Capture competitor positioning, plan structure and feature gating as comparable structured records.

research.snapshot() → 1,402 domains
policy

Compliance & Audit

Signed capture manifests give auditors a defensible record of what was read, when and from where.

audit.manifest() → signed payload
description

Document Extraction

Turn long-form filings, catalogues and PDFs embedded in pages into keyed records your systems can query.

extract.fields() → keyed records
monitoring

Continuous Monitoring

Schedule captures with change detection so you are alerted on structural drift rather than raw byte noise.

watch.diff() → structural delta
solution.trace
STREAMING
# commerce intelligence, 30-day window
{
  "domain": "competitor-eu.example",
  "captures": 720,
  "changes_detected": 39,
  "price_delta_pct": -4.2,
  "availability_gaps": 3
}