Workflow plan

AI UGC Production Workflow: A Controlled Experiment Plan

A practical record structure for planning AI UGC production, approvals, launch observations, and follow-up decisions without promising outcomes.

This plan links each creative decision to its source, approval, version, and observation. It is designed to preserve what the team learned without turning a limited run into a broad promise.

Stage 1: Assemble the evidence pack

Stage 2: Create a hypothesis register

FieldWhat to record
QuestionThe narrow uncertainty this creative version is intended to explore
ChangeThe specific difference from the reference version
Supported factsThe evidence and approved wording used in the creative
Decision ruleWho will decide what happens next and which evidence they require
Stop conditionThe safety, budget, policy, or quality event that stops the run

Stage 3: Keep a production record

  1. Assign a stable version identifier to the script, inputs, settings, and output.
  2. Link every asset to its permission record and every claim to its approved source.
  3. Record manual edits, review findings, rejected versions, and unresolved limitations.
  4. Retain the approved export and the exact handoff accepted by the launch owner.

Stage 4: Pre-register the observation

Stage 5: Write the learning record

RecordPrompt
ObservationWhat happened in the documented window?
LimitationsWhat prevents a broader conclusion?
InterpretationWhich explanations remain plausible?
DecisionKeep, revise, stop, or collect more evidence - and who approved it?
Next questionWhat is the smallest useful uncertainty to investigate next?

Avoid false causal conclusions

Audience, auction conditions, offer, destination, timing, measurement loss, and other changes can affect an observation. Keep those limits beside the decision and do not describe the creative as the cause unless the method supports that claim.

Start the plan with script hypotheses that use approved evidence and explicit review gates.

Open the script worksheet

Continue in Rolo

Use the capability directory to choose the closest Rolo workflow for your audience, format, and channel.

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