SOCIAL MEDIA

Regenerate winning-style thumbnails from past A/B performance

Weekly, pulls thumbnail A/B results from your analytics store, identifies which visual style won per audience.

CategorySocial Media
Enginesim
Difficultyadvanced
Triggerschedule
Steps5
Setup~25 min

How it runs

The automated pipeline, trigger to output.

  • TriggerWeekly schedule fires
  • ActionQuery warehouse for last cycle's A/B metricsGoogle BigQueryBigQuery
  • LogicRank styles and pick the winner per segment
  • ActionGenerate variants biased to winning style plus a wildcardImage generation
  • OutputWrite new variants and rationale to AirtableAirtableAirtable

What it does

Reads the prior week's thumbnail A/B engagement from your data warehouse, determines the highest-performing visual style, and generates the upcoming variant batch weighted toward that winning style so each cycle compounds on what worked.

When to use it

Use this when you already run thumbnail A/B tests and want the generation step to learn from results instead of starting from a blank slate each week. It closes the loop between performance data and creative.

How it works

  1. 1A weekly schedule trigger fires.
  2. 2The workflow queries the warehouse for the last cycle's variant-level click and watch metrics.
  3. 3A logic step ranks styles and selects the winning treatment per audience segment.
  4. 4New thumbnail variants are generated with prompts biased toward the winning style, plus one wildcard to keep exploring.
  5. 5The new variants and their style rationale are written to Airtable, queued for the next scheduling run.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect BigQueryDatasets, queries, schemas.
  2. 2
    Connect Image generationManaged Nano Banana image renders, metered per image.
  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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