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AI Training Cutoff Awareness Audit

Every major LLM has a training cutoff. Pages published after the cutoff aren't in pretraining — they're visible only via retrieval / browsing. Pages published before are "baked into" the model's knowledge. This audit maps your publish dates against current model cutoffs.

Context and background

Read the story behind this tool: Pretraining-visible vs retrieval-only is a real distinction →

Paste page dates

One per line: URL | publish_date (YYYY-MM-DD). Date of first publication (or first significant publication) per URL.