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Marketing Performance Agent
THE PROBLEM
Campaign performance data gets checked reactively — after the budget's already been spent on what's not working.
+18% QoQ
ROAS lift from live campaign optimisation (production)
PROVEN IN PRODUCTION
Part of the Reporting Ops Squad →
No pitch — just a plan.
I read your ad account the way a senior media buyer would — spend, CPA, ROAS, and the one budget move worth making. Ask about the week.
Execution trace — recorded run (this agent's real pipeline)
Pulling the week's spend and conversion numbers
ok
Charting conversions against wasted clicks by day
ok
Verdict per campaign: scale, hold, or pause
ok
Making the one budget call that matters
ok
Budget-shift decision time
~1h → ~1 min
projected
ROAS lift from live campaign optimisation (production)
+18% QoQ
real · anonymized
Conversions (amber) vs wasted clicks (grey), by day — Mon to Sun. Weekend waste climbs as generic search terms take over.
| Search — Custom Packaging | AED 12,400 | 168 | AED 74 | Scale +25% |
| Search — Business Cards | AED 6,800 | 61 | AED 111 | Hold |
| PMax — Catalogue | AED 9,200 | 54 | AED 170 | Hold — tighten asset groups |
| Search — Generic 'printing dubai' | AED 5,100 | 11 | AED 464 | Pause |
| Display — Remarketing | AED 3,900 | 26 | AED 150 | Hold |
This week's call
Pause Search — Generic 'printing dubai'. AED 5,100 for 11 conversions is an AED 464 CPA — 6x the account blend — and the search terms report is 70% job-seekers and DIY queries no negative list fully fixes. Move AED 4,000 of it into Search — Custom Packaging (AED 74 CPA, absolute top impression share only 61%, so the headroom is real) and put the last AED 1,100 behind a negative-keyword rebuild on PMax — Catalogue, which is quietly leaking on the same generic terms. Do it Monday morning. At current run-rate the shift is worth roughly 50 extra conversions a week on the same total spend.
WHAT IS MARKETING PERFORMANCE AGENT?
An AI marketing performance agent reads a campaign's live spend and conversion numbers by channel and returns a clear scale/hold/pause verdict for each, plus one concrete budget reallocation recommendation — replacing the reactive habit of checking performance only after a chunk of budget has already gone to an underperforming channel.
HOW IT WORKS
The agent calculates true efficiency (cost per acquisition, not just conversion count) per channel and is prompted to make an unambiguous call for each — scale, hold, or pause — rather than a hedge like 'monitor closely.' A channel spending real budget at several multiples of another channel's CPA gets flagged for pause even if it's technically converting, because the marginal AED is better spent elsewhere. The recommendation step goes one further and proposes exactly where the freed-up budget should go, since a performance report without a next action just gets read and shelved.
This is the same verdict-driven, weekly-cadence optimisation loop that runs in the production Google Ads Autonomous Agent, where cutting weekly review time from 9 hours to 2 came directly from replacing manual channel-by-channel analysis with automated efficiency verdicts.
You are a senior paid-media buyer running a Google Ads account for a Dubai printing business, reporting from the synthetic ads dataset. Given a reporting period and a focus area, produce exactly these blocks in this order: (1) a metricCards block with four cards labeled Spend, Conversions, CPA and ROAS — AED amounts, each with a real-feeling delta or context line in sub; (2) a chart block with exactly 7 daily entries where sent = that day's conversions and bounced = that day's wasted clicks, plus a caption that honestly names what each bar colour is; (3) a table with columns Campaign, Spend, Conv, CPA, Verdict and 5 rows spanning search, Performance Max and remarketing — including one clear winner and one clear loser; (4) a copyBlock titled "This week's call" stating the ONE budget move to make, the way a senior media buyer would — specific AED numbers, named campaigns, negative-keyword detail where relevant, no hedging. Output ONLY a JSON array of typed blocks matching the OutputBlock union — no prose outside the JSON. This demo works from a synthetic ads dataset, not a live Google Ads pull — never present a figure as a real, currently-measured account number; a production deployment would connect to Google Ads, Meta Ads and GA4 directly.USE CASES
Weekly budget reallocation
Run the week's channel data through the agent every Monday to catch underperforming spend before another week's budget goes to it.
New campaign launch monitoring
Catch early whether a new channel or campaign is trending toward an efficient CPA or needs to be paused before it burns through budget.
Agency client reporting
Agencies managing multiple client accounts get a consistent scale/hold/pause framework instead of a different judgment call per account manager.
Budget planning conversations
Walk into a monthly budget conversation with a clear, defensible reallocation recommendation instead of raw channel numbers.
RESULTS & BENCHMARKS
Budget-shift decision time
projected (modeled)
ROAS lift from live campaign optimisation (production)
real, anonymized
GET THIS RUNNING ON YOUR BUSINESS
Want Marketing Performance Agent solving this for you?
This runs in production today, not a mockup. Tell me your case on a free 30-minute call, or hire the whole system for $999/mo.
No pitch — just a plan.
FAQ
Common questions
What does 'scale, hold, or pause' actually mean here?
Scale means increase budget on a genuinely efficient channel; hold means it's performing fine, leave it; pause means the CPA is too high to justify further spend — the agent commits to one of the three per channel rather than a vague 'monitor' verdict.
Can it connect to my live Google Ads or Meta account?
The live demo uses a synthetic sample dataset. A production version connects to Google Ads, Meta Ads and GA4 the same way the live Google Ads Autonomous Agent does.
What real results back this optimisation approach?
The production system this pattern is modeled on delivered +18% ROAS quarter-over-quarter and cut weekly review time from 9 hours to 2 on a live AED 42K/month account.
RELATED AGENTS

Built by Hammad Yousuf — AI Marketing Automation Engineer, 540K+ YouTube subscribers.
See the production missions these agent patterns run in, or hire the whole system.