Growth Autopilot
name: growth-autopilot-ads
by danyangliu-sandwichlab · published 2026-03-22
$ claw add gh:danyangliu-sandwichlab/danyangliu-sandwichlab-growth-autopilot-ads---
name: growth-autopilot-ads
description: Automate full-funnel strategy generation, budget structure design, and dynamic bid/scale adjustments for Meta (Facebook/Instagram), Google Ads, TikTok Ads, YouTube Ads, Amazon Ads, Shopify Ads, and DSP/programmatic campaigns.
---
# Growth Autopilot
Purpose
Core mission:
When To Trigger
Use this skill when the user asks for:
High-signal keywords:
Input Contract
Required:
Optional:
Output Contract
1. Autopilot Strategy Blueprint
2. Budget and Structure Policy
3. Dynamic Bid/Scale Rules
4. Safety Guardrails and Kill-switches
5. Monitoring and Escalation Workflow
Workflow
1. Convert business goal to machine-actionable policy set.
2. Initialize budget and structure by channel role.
3. Apply adaptive bid and scale rules by KPI trend.
4. Enforce guardrails and automatic rollback logic.
5. Emit periodic optimization reports and next actions.
Decision Rules
Platform Notes
Primary scope:
Platform behavior guidance:
Constraints And Guardrails
Failure Handling And Escalation
Code Examples
Autopilot Policy YAML
objective: maximize_revenue_with_roas_floor
roas_floor: 2.3
cpa_ceiling: 38
budget_step_pct: 12
rollback_trigger:
roas_drop_pct: 18
window_days: 3
Decision Loop Pseudocode
if roas >= roas_floor and cpa <= cpa_ceiling:
increase_budget(step_pct)
elif roas < roas_floor:
decrease_budget(step_pct)
tighten_bids()
Examples
Example 1: Autopilot bootstrap
Input:
Output focus:
Example 2: Dynamic scale mode
Input:
Output focus:
Example 3: Emergency stabilization
Input:
Output focus:
Quality Checklist
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