AI Content Production

What we learned the hard way

Early AI content was fluent and empty. It read well and said nothing.

The diagnosis took longer than it should have, because the output looked fine. The cause was not the tool — it was that we were prompting instead of briefing. Once the brief carried audience, objective, constraints and tone, the same tools produced usable drafts.

Months went into prompt refinement that a structured brief solved in two weeks.

The workflow

1. Approval gate

   Brief approved

   Decision point: Production does not start on an unapproved brief. Everything downstream inherits it, so an error here propagates to every draft.

2. Data store

   Assemble reference material

   Brand and tone references plus any factual source the piece depends on.

3. AI / LLM

   Draft against the brief

   Drafts produced against the approved brief, not against a conversational instruction.

4. Human action

   Edit

   Structure, argument, specificity and voice. This is where the deliverable is actually made.

5. Human action

   Fact-check

   Decision point: Every claim traced to a source. Anything that cannot be traced is cut, not softened.

6. Approval gate

   Quality review

   Decision point: Approved for delivery, or returned to production with specific notes.

7. Automated software

   Publish or schedule

   Into the campaign or channel it was briefed for.

8. Monitoring / feedback

   Performance observed

   Engagement measured against the brief's stated objective.

9. Human action

   Brief templates updated

   What performed changes the next brief. This is where the compounding is.

Legend

• Human action
• Automated software
• AI / LLM
• Data store
• Approval gate
• Monitoring / feedback

Decision points

• Is the brief complete enough to produce against? If not, back to briefing — this is the step people skip under deadline pressure and always pay for.
• Does the draft serve the brief's objective? Editorial judgment.
• Can every claim be sourced? Anything that cannot is cut.
• Approve or return? With specific notes; "make it better" is not a note.

Responsibilities

Human approval points

1. Brief approval, before production.
2. The edit, which is a required step rather than an optional pass.
3. The quality gate, before delivery.

Failure handling

Failure	Response
Draft is fluent but empty	Brief was thin. Fix the brief, not the prompt.
Unsourceable claim	Cut it. Do not soften it into a vaguer version of the same claim.
Tone is wrong	Tone reference material was missing or inadequate; add it to the brief template.
Revision cycles climbing	Treated as a briefing problem until proven otherwise.
Model unavailable	Production continues manually, more slowly.

Monitoring

Brief completion rate, revision cycles per deliverable, time from approved brief to approved deliverable, and engagement against the objective the brief stated. Rising revision cycles is the leading indicator that briefing discipline is slipping.