Date & Time Extractor from LLM Output

Extract and normalize all dates and times mentioned in LLM output.

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Pull every date out of an LLM answer and normalize it

Language models love to express dates in whatever style the surrounding prose suggests — “next Tuesday,” “06/04/2026,” “in a couple of weeks.” When you need those dates in a database or a calendar, you have to find them and convert them to a single canonical form. This tool scans LLM output, extracts every date and time expression, and normalizes each to ISO 8601.

How it works

The parser matches several families of expressions: absolute numeric dates, written-month dates, relative phrases (“today,” “in 3 days,” “two weeks ago”), weekday names, and clock times. Relative phrases are resolved against the reference date you set. Genuinely ambiguous numeric formats — where day and month could be swapped — are not guessed; instead the tool flags them and shows both possible interpretations, so you stay in control.

Tips and caveats

  • Set the reference date to when the output was produced, not always today, or “tomorrow” will resolve incorrectly for older text.
  • Trust the flags. A flagged 03/04/2026 means the tool genuinely cannot tell month-first from day-first — decide from context.
  • Verify before automating. Heuristic extraction is excellent for triage but should be checked before feeding results into a scheduling system.
  • Pair it with the number extractor to fact-check both the figures and the dates an LLM cites in the same answer.
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