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Live demo & KPI monitor

Live-clone a website and render three personalized variants per scenario — each with its own DATA USED receipt — then watch a simulated RL loop climb toward target KPIs on the monitor. · 3 min read

The Live demo clones a real website and renders three personalized variants for the selected scenario, each injected onto the cloned page so you see the rendering, not a mockup.

How to use the demo

  • Pick a scenario in the left tree; expand it to see its three renderings (and any blocked variant).
  • Set the URL in the bar to clone a different site — gauntletai.com is the default. Cloning a new URL touches the network.
  • Open any variant to see its full receipt: the DATA USED signals, each with source and policy (say / allude / hold), and what the variant changed.
  • A blocked variant shows why it can't ship — it relies on a held fact.

KPI control tower

  • Open the KPI monitor to watch a simulated reinforcement-learning loop move toward target KPIs (a KPI tree with progress-to-target).
  • See per-scenario learning — which arm the bandit picked and its share — with a blocked arm's would-be CTR shown but selected 0×.
  • Watch the three trust rails: provenance coverage, drift (paused arms / fresh TTL facts), and hallucination/overclaim (ungated arms selected).
What it proves: every rendered variant carries a receipt, the optimizer can only pull verified arms (hallucination rail shows ungated arms selected as 0, blocked by construction), and provenance coverage is monitored continuously.
At a glance
Routes/demo · /demo/monitor
Moduleapp/demo.py
Also/demo/variant (cloned page) · /api/demo/monitor (JSON)