A safe content pipeline automates research intake, drafting, checks, review, scheduling, and audit. Publishing remains a separately authorized effect. AI must not invent sources, testimonials, results, prices, or legal claims.
Define Artifact States
BRIEF → SOURCED → DRAFT → CHECKED → REVIEWED → APPROVED
↓
SCHEDULED → PUBLISHED
REJECTED | NEEDS_EVIDENCE | FAILED | ROLLED_BACK
Each artifact stores brief version, source URLs/snapshots where permitted, prompt/model version, claim checks, reviewer, approval hash, channel, schedule, publish ID, and rollback owner.
Build Separate Stages
- authorized topic/brief intake;
- retrieve allowlisted sources;
- draft with source references;
- deterministic brand/length/link/schema checks;
- claim and copyright review;
- human edit/approval bound to final artifact;
- publish using least-privilege channel credential;
- verify live URL/content and monitor;
- rollback/correct if required.
Do not scrape or reproduce copyrighted material beyond permitted use. A citation must support the nearby claim and be reachable.
Use a publication ledger keyed by channel and artifact ID. It records approval hash, scheduled time, external post ID, canonical URL, verification result, and correction or withdrawal state. This lets retries locate the existing draft or post and gives editors one place to audit what actually reached an audience.
Worked Example
A Pakistani AI school drafts a blog update from official n8n documentation. The workflow retrieves approved URLs, produces a DRAFT with links, and flags pricing/licensing claims for dated review. A human removes an unsupported “cheapest” claim and approves the exact hash.
The publisher creates one CMS draft, not a live post, until a separate publish approval. After publishing, the workflow fetches the canonical URL and checks title, H1, links, and status. A retry uses the CMS artifact ID, preventing duplicates.
Failure Cases to Diagnose
- AI-generated URL accepted: verify reachability and support.
- Approval precedes final edit: invalidate hash after change.
- Publisher credential is administrator: scope to required channel/action.
- Retry creates duplicate post: use external ID/idempotency.
- No live verification: fetch canonical output.
- Old price/stat reused: date and revalidate unstable claims.
🇵🇰 Pakistan Angle
English and Roman Urdu copy must preserve the same offer, terms, and consent. Do not invent Pakistan market statistics, client results, income promises, or testimonials.
For religious, legal, health, finance, and political content, require appropriate expert/editorial review or exclude it according to product policy. Protect customer examples and obtain permission.
Hands-On Exercise
- Define content states and metadata.
- build source → draft → checks → review.
- bind approval to final hash.
- publish to a synthetic/local CMS draft.
- test duplicate, broken source, post-approval edit, and rollback.
Completion Rubric
- Sources are authorized/reachable/relevant.
- Draft and publish permissions are separate.
- Claims and copyright receive review.
- Approval binds final artifact.
- Publish is idempotent and live-verified.
- Correction/rollback owner exists.
Sources
Key takeaway: automate content through sourced, versioned artifacts and exact approval; publishing is a separate, idempotent effect verified on the live channel.