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Template · 2 to 3 daysGrowth marketersOutbound teamsContent operators

Self-Improving Copy

Performance feedback rewrites the prompt automatically so copy gets sharper with every send cycle.

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Tool-interchange map · every layer is swappable

Self-Improving CopyTEMPLATE · 2 TO 3 DAYS · SWAP ANY TOOL01 · FEEDBACK02 · ANALYZE03 · PROMPT STORE04 · APPLY05 · PUBLISH● DEFAULT● DEFAULT● DEFAULT● DEFAULT● DEFAULTGoogle SheetsDEFAULTClaude SonnetDEFAULTGoogle DocsDEFAULTClaude SonnetDEFAULTGoogle DocsDEFAULTOR SWAP IN vOR SWAP IN vOR SWAP IN vOR SWAP IN vOR SWAP IN vAirtableNotion DBTypeformJotFormWWebhookSSlack reactionOpenAI GPT-4Gemini 2.5MistralDeepSeekLlama 3Cohere R+Notion pageAirtableSupabasePostgresMMarkdownGitOpenAI GPT-4Gemini 2.5MistralDeepSeekLlama 3Cohere R+DriveNotionSlackEEmailWWebhookGGitHubANY OF THESE 6ANY OF THESE 6ANY OF THESE 6ANY OF THESE 6ANY OF THESE 6EVERY LAYER IS SWAPPABLE · THE ARCHITECTURE IS NOTCopy that reads its own performance data and rewrites itself.

What it does

Most outbound teams write a prompt, ship it, and leave it there. This template closes the loop. Performance data flows back in, Claude identifies what is working and what is not, and the prompt gets rewritten automatically before the next send cycle.

The prompt store can live in Google Docs, a Notion page, a Supabase row, or a Git repo. Whatever your team already uses to manage templates, this workflow writes to it. The next generation of copy inherits everything the last generation learned.

It compounds. After three cycles the reply rate is measurably higher than what you shipped on day one.

Default tool stack

GGoogle SheetsCClaude SonnetGoogle DocsGoogle DocsCClaude SonnetGoogle DocsGoogle Docs

Sample prompts

Time + scope

2 to 3 days

To ship

Fixed

Pricing model

Included

Source JSON

14 days

Tweak window

Live in these engines

Engine

buttermilk

Outbound copy optimisation layer

→

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