ChatGPT Ads Optimizer

ChatGPT Ads Planning

by nowork-studio · MIT license · ★ 3,853 on GitHub · updated Sep 24

Plan and review ChatGPT Ads experiments without assuming ad inventory, account access, or platform capabilities. Use for ChatGPT advertising, OpenAI ads, conversational ad concepts, ChatGPT campaign plans, or performance reviews from a…

---
name: paid-ads-chatgpt
description: Plan and review ChatGPT Ads experiments without assuming ad inventory, account access, or platform capabilities. Use for ChatGPT advertising, OpenAI ads, conversational ad concepts, ChatGPT campaign plans, or performance reviews from a verified export.
argument-hint: "<objective, audience, or verified ChatGPT Ads export>"
---

# ChatGPT Ads Planning

Read `../shared/operating-contract.md` and `../shared/measurement-framework.md`. This plugin has no declared first-party NotFair ChatGPT Ads connector. Do not claim that inventory, campaign creation, targeting, or creative formats are currently available without official, current evidence.

## Design a bounded experiment

Define the business objective, approved destination, conversion event, source-of-truth measurement, geographic and audience constraints, spend ceiling, and observation window. Write a concise, concrete message that earns attention without claiming results the business cannot substantiate. Include a claim ledger, rights review, and an explicit policy/eligibility check owned by the human platform operator.

Present a `ready_for_review` test brief with: hypothesis, audience/context assumptions, creative and landing-page message match, budget and monthly maximum, primary metric, guardrail, attribution caveat, and stop condition. Treat early delivery or engagement as directional signal, not proof of incremental conversions.

## Verify externally

Overview

Read ../shared/operating-contract.md and ../shared/measurement-framework.md. This plugin has no declared first-party NotFair ChatGPT Ads connector. Do not claim that inventory, campaign creation, targeting, or creative formats are currently available without official, current evidence.

Manual install (npx, ZIP)

Claude Codenpx skills add nowork-studio/notfair-plugin --skill paid-ads-chatgpt -g -a claude-code

Claude Code (degit)npx degit nowork-studio/notfair-plugin/paid-ads/paid-ads-chatgpt#main ~/.claude/skills/paid-ads-chatgpt

Claude.ai / desktopZip the folder and upload it under Settings → Capabilities → Skills.

Codex, Cursor, other agentsPoint them at SKILL.md. The other files are plain text.

Connects with Agent Alley MCP · agentalley.io/mcp

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ChatGPT Ads Planning

Read ../shared/operating-contract.md and ../shared/measurement-framework.md. This plugin has no declared first-party NotFair ChatGPT Ads connector. Do not claim that inventory, campaign creation, targeting, or creative formats are currently available without official, current evidence.

Design a bounded experiment

Define the business objective, approved destination, conversion event, source-of-truth measurement, geographic and audience constraints, spend ceiling, and observation window. Write a concise, concrete message that earns attention without claiming results the business cannot substantiate. Include a claim ledger, rights review, and an explicit policy/eligibility check owned by the human platform operator.

Present a ready_for_review test brief with: hypothesis, audience/context assumptions, creative and landing-page message match, budget and monthly maximum, primary metric, guardrail, attribution caveat, and stop condition. Treat early delivery or engagement as directional signal, not proof of incremental conversions.

Verify externally

If the user provides an official account export or a verified connector becomes available, review only what it exposes and preserve its attribution definition. Otherwise, provide the brief and state the exact missing access. Never fabricate a campaign ID, delivery result, or platform setting.

1	---
2	name: paid-ads-chatgpt
3	description: Plan and review ChatGPT Ads experiments without assuming ad inventory, account access, or platform capabilities. Use for ChatGPT advertising, OpenAI ads, conversational ad concepts, ChatGPT campaign plans, or performance reviews from a verified export.
4	argument-hint: "<objective, audience, or verified ChatGPT Ads export>"
5	---
6
7	# ChatGPT Ads Planning
8
9	Read `../shared/operating-contract.md` and `../shared/measurement-framework.md`. This plugin has no declared first-party NotFair ChatGPT Ads connector. Do not claim that inventory, campaign creation, targeting, or creative formats are currently available without official, current evidence.
10
11	## Design a bounded experiment
12
13	Define the business objective, approved destination, conversion event, source-of-truth measurement, geographic and audience constraints, spend ceiling, and observation window. Write a concise, concrete message that earns attention without claiming results the business cannot substantiate. Include a claim ledger, rights review, and an explicit policy/eligibility check owned by the human platform operator.
14
15	Present a `ready_for_review` test brief with: hypothesis, audience/context assumptions, creative and landing-page message match, budget and monthly maximum, primary metric, guardrail, attribution caveat, and stop condition. Treat early delivery or engagement as directional signal, not proof of incremental conversions.
16
17	## Verify externally
18
19	If the user provides an official account export or a verified connector becomes available, review only what it exposes and preserve its attribution definition. Otherwise, provide the brief and state the exact missing access. Never fabricate a campaign ID, delivery result, or platform setting.
20