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RECIPE BENCH / 16NO COMPANY DATAREVIEW 2026.07
Small Business Tech AIWorkflow recipe bench
CONCEPT / REVIEWED JULY 22, 2026

Source-grounded prompt

What makes an AI prompt source-grounded?

A source-grounded prompt tells the model which approved material it may use, requires it to separate supplied facts from assumptions, defines the output format, and marks uncertainty instead of filling gaps.

KEY POINTS

What the operating concept requires

  • The source boundary matters more than a fictional expert role.
  • The prompt should prohibit invented facts, commitments, citations, prices, dates, and authorities.
  • A checkable output includes source locations, missing information, or an explicit unknown state where the task supports them.
  • The reviewer receives the source and draft together.
LIMITS

What this concept does not prove

  • Grounding reduces one failure path but does not guarantee faithful extraction, correct reasoning, or complete coverage.
  • A provider may still process prompt and source data under terms that the business must verify separately.

Connected knowledge

RELATED CONCEPTApproved data boundaryWhat data should a small business allow into an AI workflow?RELATED CONCEPTHuman checkpointWhere should a human checkpoint sit in an AI workflow?RELATED CONCEPTSmall-business AI evaluation setHow should a small business test an AI workflow before routine use?APPLIED GUIDEStructure a prompt for a checkable outputUse context, task, constraints, format, and uncertainty instructions instead of a magic phrase.