CONTENT CREATION
Quality-gate background cutouts and route low-confidence shots to Slack review
Removes backgrounds on Dropbox drops, scores each cutout's edge quality, auto-publishes clean ones to R2.
How it runs
The automated pipeline, trigger to output.
- TriggerNew image in DropboxDropbox
- ActionRemove background via ReplicateReplicate
- LogicScore cutout edge quality vs threshold
- ActionPublish passing cutouts to R2Cloudflare R2
- OutputPost borderline cutouts to Slack reviewSlack
What it does
Adds a quality gate to background removal so bad cutouts never reach your storefront. After Replicate processes each Dropbox image, the workflow inspects the alpha mask for ragged edges or large holes. High-confidence results publish straight to R2; low-confidence ones get held back and sent to Slack with a preview for human judgment.
When to use it
Use it when product photos vary in lighting or background and automated cutouts occasionally fail on hair, glass, or reflective surfaces. This keeps the happy path fully automatic while putting a person in the loop only for the images that actually need it.
How it works
- 1A new Dropbox file starts the run.
- 2Replicate removes the background and returns the cutout plus its alpha mask.
- 3A scoring step measures mask coverage and edge cleanliness against a threshold.
- 4A branch sends passing images to R2 for immediate publishing.
- 5Failing images post to a Slack review channel with the preview and the source filename so an operator can approve or flag a reshoot.
Set it up
What you configure once, before turning it on.
- 1Connect DropboxFiles and folders.
- 2Connect ReplicateImage, video, and model inference.
- 3Connect Cloudflare R2Object storage, S3-compatible.
- 4Connect SlackChannels, DMs, threads, mentions.
- 5Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 6Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 7Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
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