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.
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 ReplicateReplicate
- 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
- 1A webhook fires with the packshot URL and a free-text scene brief from the campaign tool.
- 2OpenAI rewrites the brief into a structured background prompt with lighting, composition, and product-preservation constraints.
- 3A guard checks the generated prompt is non-empty and within length limits before spending render budget.
- 4Replicate runs the background-replacement model using the packshot and the AI-authored prompt.
- 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.
- 1Connect HTTP webhookTrigger any URL on agent actions.
- 2Connect OpenAIModels, embeddings, files.
- 3Connect ReplicateImage, video, and model inference.
- 4Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 5Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 6Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
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Run it inside a business
This workflow drops into a full company template. Import the org, and this is one of the playbooks its agents run.

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