CONTENT CREATION

Brief-to-render: scene prompts written by AI then rendered

On a webhook from your campaign tool, uses OpenAI to turn a plain-language creative brief into a precise background prompt, renders the restyled packshot with Replicate.

CategoryContent Creation
Enginesim
Difficultyintermediate
Triggerwebhook
Steps5
Setup~15 min

How it runs

The automated pipeline, trigger to output.

  • TriggerWebhook with packshot and briefHTTP webhook
  • ActionExpand brief into render prompt with OpenAIOpenAI
  • LogicValidate prompt length and content
  • ActionRender restyled packshot via ReplicateReplicateReplicate
  • OutputReturn image URL in webhook responseHTTP webhook

What it does

Bridges the gap between a marketer's loose creative brief and the exact, structured prompt a diffusion model needs. A campaign manager writes "cozy autumn kitchen, morning light" and the flow expands it into a detailed render prompt, then produces the restyled product shot.

When to use it

Use it when non-technical marketers request custom background scenes per campaign and you don't want them hand-writing model prompts. Wire the webhook to your campaign-brief form or internal tool.

How it works

  1. 1A webhook fires with the packshot URL and a free-text scene brief from the campaign tool.
  2. 2OpenAI rewrites the brief into a structured background prompt with lighting, composition, and product-preservation constraints.
  3. 3A guard checks the generated prompt is non-empty and within length limits before spending render budget.
  4. 4Replicate runs the background-replacement model using the packshot and the AI-authored prompt.
  5. 5The rendered image URL is returned in the webhook response so the campaign tool can preview it instantly.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect HTTP webhookTrigger any URL on agent actions.
  2. 2
    Connect OpenAIModels, embeddings, files.
  3. 3
    Connect ReplicateImage, video, and model inference.
  4. 4
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  5. 5
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  6. 6
    Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.

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