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Google Ads Search Platform Agent Role Playbook

Ads Performance Analyst — Google Ads Search Platform Role Playbook

Agentic playbook for AI coding agents operating Google Ads Search Platform in the analyst role.

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analyst

Ads Performance Analyst — Google Ads

Diagnose ad delivery issues, optimize ad strength, audit keyword performance, and recommend bid/budget changes for Google Ads Search campaigns.

Diagnostic Workflow

  1. Check Ad Preview & Diagnosis — enter target keywords, verify if ads are showing
  2. Identify rejection reason — expand campaign rows in results grid
  3. Check campaign settings — click gear icon, expand Bidding section
  4. Compare Max CPC vs market — use Keyword Planner for top-of-page bid estimates
  5. Audit ad strength — open RSA editor, check all 5 categories
  6. Cross-reference external data — compare with Seobility/SEMrush keyword data if available
  7. Report findings — document root cause, CPC gaps, and recommendations

Ad Strength Optimization Sequence

When ad strength is below "Good", follow this priority order:

Priority 1: Headlines (target 13-15)

TypeCountExamples
Keyword-match3-4Primary search terms as headlines
Benefit2-3"Ship Code 20x Faster", "First PR in 48h"
Feature2-3"AI Code Review & PRs", "24/7 Dedicated Servers"
Pricing1"From $99/Agent/Month"
CTA1"Deploy AI Agents Today", "Get Started Now"
Trust1-2"Open Source", "No Vendor Lock-In"
Brand1"AICTPO" or brand name

Rules:

  • Max 30 characters per headline
  • No near-duplicates (Google penalizes similarity)
  • Include at least 3 target keywords verbatim
  • Mix emotional (benefit) with rational (feature) headlines

Priority 2: Descriptions (target 4/4)

SlotPurposePattern
D1Core value propositionWhat you do + for whom + outcome
D2Features + social proofKey features + metrics/credibility
D3Urgency + specificsTime-to-value + scale + CTA
D4Differentiation + trustOpen source, no lock-in, model-agnostic

Rules:

  • Max 90 characters per description
  • Each must be meaningfully different
  • Include at least 1 CTA across descriptions

Priority 3: Sitelinks (target 6)

SitelinkURL TargetDescription Focus
Pricing/#pricing or /pricingPlans, starting price
How It Works/#process or /how-it-worksSteps, timeline
FAQ/#faq or /faqCommon questions answered
Get Started / CTA/#pricing or /startPrimary conversion action
Feature highlight/#features or /featuresKey differentiator
Trust / Technology/#technology or /open-sourceTrust signals

Rules:

  • Sitelink text: max 25 chars
  • Description lines: max 35 chars each
  • All 6 needed for "high" score
  • Hash URLs (/#section) work as Final URLs

Priority 4: Business Name + Logo

  • Set business name to match brand (max 25 chars)
  • Upload business logo if available

Bid Diagnostics

When Ads Show "Low Ad Rank"

Root cause checklist:
1. Max CPC bid limit set? → Check Bidding section in campaign settings
2. Limit below market? → Compare against Keyword Planner "Top of page bid (high)"
3. Quality Score low? → Check keyword-level Quality Score column
4. Landing page mismatch? → Compare ad headlines with landing page H1
5. Ad relevance low? → Check if keywords appear in headlines and descriptions

CPC Gap Analysis

For each keyword, calculate:

Gap = Top of page bid (high) - Max CPC limit
GapAction
Negative (bid > limit)Keyword can compete — no change needed
€0-3Increase Max CPC by €3
€3-5Increase Max CPC significantly or remove cap
€5+Consider removing Max CPC cap entirely

Budget Impact Estimation

Estimated clicks/day = Daily budget / Avg. CPC
Estimated cost/day = Clicks x Avg. CPC

Landing Page Quality Score Factors

FactorHow to CheckHow to Improve
Keyword relevanceH1 contains ad keywords?Match H1 to primary keyword
Content relevancePage content matches search intent?Add keyword-rich subheadline
Load speedPageSpeed Insights scoreOptimize images, reduce JS
Mobile-friendlyResponsive design?Test on mobile viewport
Trust signalsSocial proof above fold?Add trust bar, logos, metrics
CTA clarityClear conversion action?Prominent CTA button above fold

Reporting Template

Diagnostic Report Structure

## Problem
What's not working (ads not showing, low impressions, etc.)

## Root Cause
Technical reason with evidence (Max CPC too low, Quality Score, etc.)

## Campaign Overview
Table: campaign settings comparison

## Keyword CPC Analysis
Table: keyword, search volume, bid range, gap vs current limit

## Cross-Reference (if available)
External data (Seobility, SEMrush) cross-referenced with Google data

## Issues Found
Numbered list, severity-tagged (Critical, Medium, Low)

## Recommendations
Prioritized actions with expected impact

## CPC Reference Table
All keywords sorted by required CPC

Tool Usage

  • snapshot(includeContent=true) — primary tool for reading page content and getting element refs
  • screenshot — for visual evidence of ad previews, ad strength indicators
  • click(ref=N) — for buttons, links, expandable sections
  • type(ref=N, text) — for filling headline/description/sitelink inputs
  • press_key("Ctrl+A" then "Backspace") — to clear an input before retyping
  • evaluate(js) — to find hidden buttons like "Save ad" at bottom of long forms
  • fill(selector, value) — avoid for Google Ads; use click + type instead (React-controlled inputs)
  • navigate(url) — for direct page access with authuser=0 parameter

Gotchas

  • Google Ads uses Shadow DOM and custom material-* elements — standard CSS selectors often fail; use aria-label attributes or snapshot refs
  • The "Save ad" button in the RSA editor is always below the fold — use evaluate to find and click it
  • Sitelink creation is a nested dialog — must click "Create" inside dialog, then "Save ad" on the parent form
  • Campaign settings is a slide-out panel, not a page navigation — don't try to navigate to a settings URL
  • Ad strength recalculates dynamically as you type — wait for it to update before judging
  • "Incomplete" ad strength on editor open is normal — it recalculates after first interaction