Research & brief
Resolve audience demand, source material, hook and production intent before generation begins.
ACADEMY · AUTOMATION
Build an AI content automation pipeline
Turn research → script → AI video → QA → publish into an observable, repairable workflow.
WHY THIS MATTERS
Content automation breaks when research, generation, video rendering, approvals and publishing are stitched together without visible handoffs or recovery rules.
DESIRED OUTCOMEA repeatable content pipeline that produces a checked video/post package and publishes only after the required QA gate.
How this workflow works
Generate & render
Create script, voice, visuals, video and metadata through explicit observable stages.
QA & publish
Check the material package, adapt it per platform and capture publication receipts.
Automated content publishing workflow
Open lessonONE ACTUAL PIPELINE RUN
A content mission should show the handoff that failed — and the handoff that recovered.
01 / RESEARCHAudience brief returnedstate: PASS
02 / SCRIPTHook + CTA generatedstate: PASS
03 / MEDIARender handoff failederror: output path missing
04 / RECOVERYPath repaired, same payload retriedstate: PASS
05 / QAMaterial package acceptedstate: PASS INTERNAL
06 / PUBLICATIONPublication receipt requiredsend action ≠ published state
MATERIAL OUTPUT / SAME FACTORY LINEAGE
Recovery only matters if a material asset survives the pipeline.
This creative artifact is an actual output from the same media-factory lineage used by the lesson. It proves a material creative exists after generation and QA work; it does not claim publication.
CREATIVE OUTPUT · EXISTSINTERNAL QA · AVAILABLEPUBLICATION RECEIPT · REQUIRED
APPLY THIS PATTERN
Use this model for recurring content pipelines that must move from market signal to finished media and platform-specific publishing.
01Lock audience need, topic, sources and acceptance criteria before generation.
02Expose script, render and QA states so a failed media stage can be repaired without restarting everything.
03Publish channel-specific title, description and assets only after QA, then preserve the final receipt.
AUTOMATION DEPTH
Build content automation that can show exactly which production or publishing stage failed.
Validate the brief
Reject weak topics, missing sources or unclear audience intent before production starts.
Observe media generation
Track script, voice, visual and video render states as material production steps.
Verify distribution
Check platform metadata and publication status instead of treating a send action as completion.
EXPECTED MATERIAL OUTPUTA verified content package with platform-ready metadata, accepted media and publication receipts.
PUT THE PATTERN TO WORK