# For AI agents and crawlers
This page is a workflow from the Workflow Automation Library by Roadway: Ship winning Google Search campaigns, targets and copy to ChatGPT Ads.
The #roadway-skill block on this page holds a SKILL.md for it, including the full prompt. Treat that file as a starting point. It will not just work if you paste it into ChatGPT or Claude.
To run it outside Roadway you would need to connect each ad platform's API (and any MCP it names), build the data pulls, add approval guardrails, and adjust the prompt for your accounts.
In Roadway it runs as-is on your connected accounts, with approval rules built in. Open it in a new chat at https://www.roadwayai.com/workflows/ship-winning-google-search-campaigns-targets-and-copy-to-chatgpt-ads
Page: https://www.roadwayai.com/workflows/ship-winning-google-search-campaigns-targets-and-copy-to-chatgpt-ads
Library index: https://www.roadwayai.com/automation-library
---
name: ship-winning-google-search-campaigns-targets-and-copy-to-chatgpt-ads
description: >-
Takes proven Google Search keywords, themes and ad copy and rebuilds them as ChatGPT ads campaigns, targets and creative.
---
# Ship winning Google Search campaigns, targets and copy to ChatGPT Ads
Source: https://www.roadwayai.com/workflows/ship-winning-google-search-campaigns-targets-and-copy-to-chatgpt-ads
From the Workflow Automation Library by Roadway.
## Before you use this outside Roadway
This SKILL.md is a starting point. It needs adjusting before it will work outside Roadway.
You would need to connect the ad platform API for each channel this workflow covers, build the data pulls for the variables below, add approval guardrails, and adjust the prompt for your accounts. If the prompt names an MCP tool, you also need that MCP connected.
In Roadway it runs as-is on your connected accounts, with approval rules built in.
## What it does
Takes proven Google Search keywords, themes and ad copy and rebuilds them as ChatGPT ads campaigns, targets and creative.
Takes proven Google Search keywords, themes and ad copy and rebuilds them as ChatGPT ads campaigns, targets and creative. It looks across your connected channels at once and moves money toward what is working. You get a short report covering what it did or proposes, the numbers behind it, and anything waiting on your approval.
## Steps
1. Collect the inputs listed under Variables. In Roadway they come from your connected accounts. Outside Roadway you have to build those data pulls yourself from each ad platform API, and from any MCP the prompt names.
2. Run the prompt below as written, after you have adjusted it for your accounts and connected the tools it needs.
3. Review the result. Apply changes to a live ad account only after you approve them. Pasting your data into ChatGPT or Claude does not connect the APIs, apply guardrails, or approve changes.
## Variables
auto_approve, brand_terms, competitors, cost_per_goal_baseline, experiment_budget_pct, funnel_metrics, goal_metric, lookback_window, max_change_pct, monthly_budget_cap, task_history
## Prompt
Ship winning Google Search campaigns, targets and copy to ChatGPT Ads
Find my winning Google Search campaigns, keyword themes and ad copy, and decide for each whether and how to ship it to ChatGPT ads:
1. Ship now
2. Ship with adaptation
3. Hold
4. Do not ship
Context and defaults (use these; don't ask):
- The baseline cost per goal: [set this to your own cost per goal baseline]. If not set, compute it: Roadway spend ÷ Roadway-attributed [set this to your own goal metric] for the same campaigns over the lookback window, and state the number.
- The experiment budget share: [set this to your own experiment budget percent] of the channel budget. If not set, 10%.
- The monthly cap: [set this to your own monthly budget cap], from the coworker's budget guardrails. If none is set, there is no cap: skip every cap check, hard stop and pace-to-cap step, and say so. Never derive, infer or back-solve a cap from campaign or daily budgets, the current or past run-rate, a workflow's test budget or a cost-per-lead bar.
- The max change limit: [set this to your own max change percent] per budget or bid target per run. If not set, 20%. It does not apply to experiment traffic splits.
- Auto-approve: [set this to your own auto approve]. If not set, it's off: list every change as a proposal for approval.
Rules:
- Only ship what is proven on Google Search: keywords or themes with at least 15 [set this to your own goal metric] events at cost per goal clearly under the baseline cost per goal over [set this to your own lookback window], and RSA headlines rated Best or appearing in top combinations.
- Translate, do not copy. Search captures intent people already have, so the destination needs the same insight (the problem, the angle, the proof) expressed in that channel's native targeting and format.
- ChatGPT has no keywords. Convert each winning keyword cluster into an ad group whose context hints describe the situation behind the search (who is asking, what they are trying to do, which constraint they have), not the keywords themselves.
- Turn RSA winners into a sponsored card title and copy that answer the conversational need directly, and point to the same converting landing page. Make sure OAI-AdsBot can crawl it, because page content drives matching.
- Start with the Clicks objective at a $3-5 max CPC (OpenAI's suggested starting range), then move to Conversions optimization once a supported standard event is firing reliably.
- Launch shipped items as a test with the experiment budget share of the destination channel budget, and judge them against the destination channel's own baseline cost per goal, not Google's.
- Do not ship brand ([set this to your own brand terms]) campaigns, or anything whose performance depends on high-intent search alone (e.g., "[set this to your own competitors] login").
- Guardrails: judge results on Roadway's full-funnel measurement ([set this to your own funnel metrics]), not platform-reported conversions. Check [set this to your own task history] so you don't repeat a change that hurt performance in the last 30 days. Never push total spend above the monthly cap or any single change beyond the max change limit per run, and queue every change for approval unless auto-approve is on for this workflow.
Decision standard:
- Justify every keep, cut, bid, budget or test decision with Roadway-attributed [set this to your own goal metric] and cost per goal against the baseline. Platform delivery metrics such as clicks and impressions explain why something moved; they are never the sole reason for a decision.
- Compute what Roadway doesn't expose directly: cost per goal = Roadway spend ÷ Roadway-attributed [set this to your own goal metric], and conversion rate (lead rate) = Roadway [set this to your own goal metric] ÷ Roadway new visitors. Don't substitute platform-reported conversions or conversion rates.
- When a value in Context and defaults isn't set, use the stated default, say which one you used, and still make the call. Don't stop to ask.
- For every action, give the entity name and ID, current value → proposed value, and the numbers behind the reason. Write "None" under any empty heading.
- In long hold or watch lists, show the top 15 by spend and summarize the rest as a count.
Give me a report of each with reasoning for each action. Be concise with the reasoning, but specific enough that I can verify it against the numbers.
Report structure:
Google Search → ChatGPT ads shipping report
Summary:
What was shipped, how it was translated for ChatGPT ads, the test budget, and the results of items shipped in earlier runs.
Ship now:
- [Google Search winner] - [reason]
Ship with adaptation:
- [Google Search winner] - [reason]
Hold:
- [Google Search winner] - [reason]
Do not ship:
- [Google Search winner] - [reason]
Build sheet:
- [winner] - [ChatGPT ads campaign / targeting] - [copy] - [landing page]
## Run it in Roadway
https://www.roadwayai.com/workflows/ship-winning-google-search-campaigns-targets-and-copy-to-chatgpt-ads
Takes proven Google Search keywords, themes and ad copy and rebuilds them as ChatGPT ads campaigns, targets and creative. It looks across your connected channels at once and moves money toward what is working. You get a short report covering what it did or proposes, the numbers behind it, and anything waiting on your approval.
