Content production is a chain of decisions across intent, evidence, structure, claims, visuals, links and release. Hiding them inside one prompt makes defects difficult to locate and roll back.
This blueprint uses public sources and synthetic briefs. It reports no traffic or revenue result and keeps the initial workflow in shadow mode; UAE-local claims require current primary evidence and authorised review.
Evidence the course or workflow should provide
Structured intake
The brief has required fields and explicit invalid states.
Observable evidence: Schema plus a failing example.Human source approval
A person opens and approves primary sources; AI may organise but not certify them.
Observable evidence: Source register.Versioned draft
Every output traces to the brief, sources and recorded model context.
Observable evidence: Revision ID and diff.Separate QA gates
Evidence, intent, voice, accessibility and technical checks have owners.
Observable evidence: Named gatekeepers.Manual publication
Content stays in preview until all thresholds pass.
Observable evidence: Approval log and rollback.Real feedback
Corrections and queries enter the backlog; synthetic analytics are never presented as results.
Observable evidence: Change log.Brief-to-publish control pipeline
Each stage produces evidence and cannot advance without its gate.
| Stage | Artifact | Risk | Gate |
|---|---|---|---|
| Brief | Valid form/JSON | Ambiguous intent | Content owner |
| Evidence | Claim map | Invented citation | Source reviewer |
| Draft | Version and diff | Duplicate copy | Editor |
| QA | Five-part report | Public defect | Publisher |
| Release | Package and rollback | Auto-publish | Final approver |
How to apply this guide
- Shadow one pageGenerate the package without modifying the live site.
- Keep a failure logAttribute defects to source, prompt, format or review.
- Automate one handoffFor example, metadata after copy approval—not the entire chain.
- Review after ten casesUse observed rejection rate and repair time before expansion.
Failure modes to avoid
- One giant promptThe cause of failure becomes opaque.
- Generated-citation trustOpen every source and verify the supported claim.
- Volume as successWord and URL counts are not quality or business outcomes.
Official and primary sources
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Send a synthetic brief, public sources and acceptance criteria. CMS access or customer data is not needed for the first review.
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