MARKETING

Re-seed and regenerate underperforming regional variants

On a weekly schedule, reads variant performance metrics from a warehouse, finds the weakest creative per region.

CategoryMarketing
Enginesim
Difficultyadvanced
Triggerschedule
Steps5
Setup~25 min

How it runs

The automated pipeline, trigger to output.

  • TriggerWeekly refresh schedule
  • ActionQuery per-region variant performanceGoogle BigQueryBigQuery
  • LogicFlag underperformers and pick winners to re-seed
  • ActionRegenerate A/B-seeded variants with ReplicateReplicateReplicate
  • OutputQueue new variants and archive retired ones in AirtableAirtableAirtable

What it does

Keeps the creative pool from going stale. Each week it pulls per-variant performance (CTR, spend, conversions) from BigQuery, identifies the lowest-performing variant in each region against a threshold, and asks Replicate to render new variants on fresh seeds derived from the surviving winners. New renders are queued as `Pending Review`.

When to use it

When creative fatigue is dragging down regional campaigns and you want an automatic refresh cadence instead of waiting for someone to notice a dip. Best for always-on performance campaigns with measurable metrics.

How it works

  1. 1A weekly schedule starts the run.
  2. 2The flow queries BigQuery for per-region variant performance over the trailing window.
  3. 3A branch flags variants below the performance threshold and selects winners to seed from.
  4. 4Replicate renders replacement A/B-seeded variants based on the winning prompts and seeds.
  5. 5New variants are written to Airtable as `Pending Review` and the retired ones are marked `Archived`.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect BigQueryDatasets, queries, schemas.
  2. 2
    Connect ReplicateImage, video, and model inference.
  3. 3
    Connect AirtableBases, tables, views, automations.
  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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