---
title: "groas Blog: Insights on AI & Google Ads"
description: "Stay updated with the groas blog for trends, tips, and news on AI marketing to optimize campaigns and boost ROAS."
image: "https://cdn.prod.website-files.com/6821efca072e48f6f495a47e/6a7e1caa0c635c9b41ead6e0_OP.jpg"
---

# groas Blog

The best blog around AI &amp; Google Ads on the internet.

[![Five suspended geometric prisms of varying heights arranged in a row, lit from the left in cool teal, floating against a deep slate background.](https://cdn.prod.website-files.com/6823bbd57170ea42b357cf81/6a1369816cfb96b0a3d86e82_hero.jpeg) ### Google Ads Agency Pricing Models Compared: 2026 Guide A structured comparison of the five main Google Ads agency pricing models in 2026: percentage of ad spend, flat retainer, performance-based, hourly consulting, and autonomous flat-fee management. Learn what each model actually costs at different spend levels, where the incentive conflicts hide, and how to pick the right structure for your business stage and growth trajectory. May 24, 2026 • 6 min read Written by Alexander Perelman](https://groas.com/post/google-ads-agency-pricing-models-compared-2026-guide)

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[![Illustration for: Target CPA and Target ROAS Got Renamed: What Google's Bid Strategies Actually Do Now](https://cdn.prod.website-files.com/6823bbd57170ea42b357cf81/6a61a59dc81f107bc133ef31_242ec82b-ea83-4898-8087-3588f8269127.png) ##### Target CPA and Target ROAS Got Renamed: What Google's Bid Strategies Actually Do Now Google renamed Target CPA and Target ROAS. They're now optional targets inside Maximize Conversions and Maximize Conversion Value. Nothing else changed. Here's what actually matters. min read Written by](https://groas.com/post/target-cpa-and-target-roas-got-renamed-w)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### Dynamic Landing Pages for Google Ads: Match Every Ad to Its Own Page Automatically Message match moves Quality Score and conversion rate at the same time. Here's how dynamic landing pages actually work in Google Ads, the three depths of doing it, and how to measure the lift without lying to yourself. min read Written by](https://groas.com/post/dynamic-landing-pages-for-google-ads-mat)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### How A B2B SaaS Grew Pipeline 3x By Fixing Google Ads Conversion Tracking A B2B SaaS company was scaling Google Ads budget without scaling pipeline. The root cause: Smart Bidding was optimizing for trial sign-ups instead of revenue-adjacent events. By rebuilding conversion architecture around offline CRM signals, importing MQL, SQL, and Opportunity data back into Google Ads, and shifting the bidding strategy to optimize for qualified pipeline, the account roughly tripled SQL volume and reduced customer acquisition cost within 90 days. This case study walks through the diagnosis, the fix, and the broader lesson for SaaS teams running Google Ads with a sales-assisted motion. 5 min read Written by Alexander Perelman](https://groas.com/post/b2b-saas-google-ads-conversion-tracking-pipeline-growth-case-study)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### The Brand Campaign Incrementality Test Most Google Ads Accounts Skip Most Google Ads accounts blindly run brand campaigns without testing whether those clicks are incremental. This guide walks through the geo-split test that reveals whether your brand spend is driving real conversions or just cannibalizing organic traffic, three scenarios where brand campaigns waste budget, and two scenarios where they are non-negotiable. 5 min read Written by Alexander Perelman](https://groas.com/post/google-ads-brand-campaign-incrementality-test-worth-running)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### Tinuiti Vs Directive Consulting: Which Google Ads Agency Scales B2B SaaS A head-to-head comparison of Tinuiti and Directive Consulting for B2B SaaS Google Ads, covering methodology, pricing, delivery quality, and scaling limits. Directive wins on pipeline focus, but both agencies hit the same human-hours ceiling. groas DFY is positioned as the execution-first alternative that eliminates agency overhead entirely. 6 min read Written by Alexander Perelman](https://groas.com/post/tinuiti-vs-directive-consulting-google-ads-b2b-saas-comparison)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### Why AI Automation Tools Compress Google Ads Agency Margins (And How To Reprice Around An Engine) Most Google Ads agencies believe AI automation tools will grow their margins. The opposite is happening. When every agency licenses the same tools, efficiency gains get competed away and clients push retainers down. This article breaks down the commoditization loop, explains why tool vendors win while agencies using them lose, and offers a practical framework for repricing agency services around a proprietary execution engine instead of licensed software. 7 min read Written by Alexander Perelman](https://groas.com/post/ai-automation-compresses-google-ads-agency-margins-repricing-framework-2026)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### 7 White-Label Google Ads Models That Let Agencies Scale Without Hiring Seven white-label Google Ads models that let agencies scale their client book without adding headcount. Covers how to separate strategy from execution, standardize onboarding, protect margins, cover every campaign type, and use MCC-scale monitoring to retain clients longer. Includes the math on why an execution engine like groas beats hiring more media buyers. 5 min read Written by Alexander Perelman](https://groas.com/post/white-label-google-ads-agency-models-scale-without-hiring)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### Tinuiti Vs Directive Consulting: Which Google Ads Agency Is Right For You In 2026? A direct comparison of Tinuiti and Directive Consulting for Google Ads management in 2026, covering service models, pricing, reporting, and execution limits. Includes a framework for choosing between agency retainers and fully managed services built for scale. 5 min read Written by Alexander Perelman](https://groas.com/post/tinuiti-vs-directive-consulting-google-ads-agency-comparison-2026)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### How An Ecommerce Brand Scaled Customer Acquisition With Google Demand Gen An ecommerce brand spending $80K per month on Google Ads hit a revenue ceiling running only Shopping and Search. The diagnosis: zero upper-funnel investment meant the brand was harvesting demand without creating any. This case study walks through how a Demand Gen campaign architecture was built from scratch, how budget was reallocated from diminishing-return Shopping spend, and what changed in 90 days, including higher new customer acquisition, improved blended ROAS, and better Shopping performance. 5 min read Written by Alexander Perelman](https://groas.com/post/ecommerce-google-demand-gen-scaled-new-customer-acquisition-case-study)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### How To Build Dynamic Landing Pages For Google Ads That Match Ad Copy And Improve Conversion Rate A step-by-step guide to building dynamic landing pages for Google Ads that match ad copy to search intent. Covers keyword group mapping, URL parameter passing with ValueTrack, JavaScript text replacement, CMS-based dynamic blocks, fallback content, GA4 variant tracking, and iterating without triggering the Smart Bidding learning phase. Includes a dedicated section for agencies scaling reusable dynamic page templates across client accounts, plus how groas handles the entire landing page layer for you. 6 min read Written by Alexander Perelman](https://groas.com/post/how-to-build-dynamic-landing-pages-google-ads-message-match-conversion-rate)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### 7 Ways To Structure White-Label Google Ads For Agency Growth Seven practical ways for digital agencies to structure white-label Google Ads execution for scalable growth: separating strategy from execution, choosing a true execution engine, standardizing onboarding, owning the reporting narrative, pricing around outcomes instead of hours, setting escalation rules, and using white-label backing to enter new verticals without hiring specialists. 6 min read Written by Alexander Perelman](https://groas.com/post/white-label-google-ads-agency-growth-structure-guide)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### Why Your B2B Google Ads Leads Don't Convert: A Pipeline Optimization Case Study A narrative case study showing how a B2B services business spending $45K per month on Google Ads rebuilt its conversion tracking, bidding signals, and keyword architecture around qualified pipeline rather than form fills, cutting cost per opportunity and growing revenue from the channel within 90 days. 5 min read Written by Alexander Perelman](https://groas.com/post/b2b-google-ads-leads-dont-convert-pipeline-optimization-case-study)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### How To Create Dynamic Landing Pages For Google Ads Without A Dev Team A step-by-step guide for in-house marketing teams on how to create dynamic landing pages for Google Ads without a development team. Covers intent cluster mapping, URL parameter-based dynamic text replacement, CMS-native implementation in Unbounce, WordPress, and Webflow, campaign connection, and measuring quality score and conversion rate impact. 6 min read Written by Alexander Perelman](https://groas.com/post/how-to-create-dynamic-landing-pages-google-ads-without-dev-team)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### Why Percentage-Of-Spend Pricing Fails Google Ads Agencies And Their Clients Both percentage-of-spend and flat-fee Google Ads agency pricing models are structurally misaligned with client growth. This article breaks down exactly how each model distorts agency behavior, what an outcome-aligned pricing structure actually looks like, and how to audit your current agency contract for hidden incentive problems. 5 min read Written by Alexander Perelman](https://groas.com/post/percentage-of-spend-pricing-fails-google-ads-agencies-clients)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### Why AI Tools Fail To Grow Agency Margins In 2026 The conventional wisdom says AI tools expand agency margins by reducing workloads. The reality in 2026 is the opposite: when every agency operates the same tools, deliverables become commodities, clients push back on retainers, and margins compress. The agencies actually winning are making a structural shift, buying execution infrastructure like the groas engine rather than stacking more tools, and refocusing their people on strategy and client relationships that command premium pricing. 7 min read Written by Alexander Perelman](https://groas.com/post/ai-tools-fail-grow-agency-margins-2026-google-ads-execution-infrastructure)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### How To Structure Google Shopping Product Groups For Margin-Based Bidding: A 6-Step Framework A six-step framework for building Google Shopping product groups that give you real bidding control. Covers auditing your current structure, choosing the right segmentation hierarchy, assigning custom labels by margin tier, setting differentiated tROAS targets, connecting to Performance Max asset groups, and maintaining the structure over time. Built for ecommerce operators and agency managers who want budget flowing to the right products. 6 min read Written by Alexander Perelman](https://groas.com/post/how-to-structure-google-shopping-product-groups-margin-based-bidding-framework)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### How To Retain Google Ads Clients Longer: A 5-Step Operational Playbook For Growing Agencies A step-by-step operational playbook for Google Ads agencies covering the five systems that determine whether clients renew or churn: reporting cadence, onboarding expectations, proactive issue protocols, quarterly business reviews, and execution automation. Includes common mistakes and how groas eliminates the execution bottleneck so your team focuses on retention. 6 min read Written by Alexander Perelman](https://groas.com/post/google-ads-agency-client-retention-operational-playbook-5-steps)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### How A Healthcare Group Made Google Ads HIPAA-Compliant And Cut Cost Per Appointment By 30% A multi-location healthcare group discovered their standard Google Ads tracking was sending protected health information to Google in violation of HIPAA. After rebuilding their measurement architecture around compliant conversion signals, restructuring campaigns by service line, and switching to a HIPAA-safe call tracking vendor, they cut cost per appointment by 30 percent within 60 days. The key insight: HIPAA compliance and Google Ads performance are not in conflict. Compliant signals are cleaner signals, and cleaner signals make Smart Bidding work better. 5 min read Written by Alexander Perelman](https://groas.com/post/healthcare-google-ads-hipaa-compliant-tracking-cost-per-appointment-case-study)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### How A SaaS Team Ditched Tool Sprawl And Unlocked Pipeline With Done With You Google Ads A mid-market B2B SaaS team was running four automation tools on their Google Ads account, generating strong surface metrics but flatlined pipeline. This narrative case study covers the diagnosis of conflicting automation, the switch to a done with you model with groas, the structural rebuild around pipeline-weighted conversions, and the meaningful pipeline gains achieved within 90 days. 4 min read Written by Alexander Perelman](https://groas.com/post/saas-google-ads-tool-sprawl-done-with-you-pipeline-case-study)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### Why Demand Gen Campaigns Underperform For Most Advertisers Most mid-market advertisers add Google Demand Gen campaigns based on rep recommendations, not evidence. This article breaks down the frequency, attribution, and incrementality problems that make Demand Gen look stronger on dashboards than it performs in reality, identifies the specific use cases where it genuinely works, and explains what to run instead. 5 min read Written by Alexander Perelman](https://groas.com/post/demand-gen-campaign-underperformance-attribution-frequency-problems-google-ads)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### Today In Google Ads: June 24, 2026 June 24, 2026 Google Ads roundup: Smart Bidding shifts, PMax reporting rollouts, Demand Gen traction, and Q3 prep. 2 min read Written by Alexander Perelman](https://groas.com/post/today-in-google-ads-june-24-2026)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### Why SA360 And Optmyzr Cost More Than They Save: A Case For Execution Over Tools SA360, Optmyzr, and Adalysis promise Google Ads optimization at scale, but for most advertisers they widen the gap between analysis and execution. This article argues that execution ownership, not tool sophistication, is what drives Google Ads performance, and breaks down why the enterprise tool stack model costs more than it saves. 5 min read Written by Alexander Perelman](https://groas.com/post/sa360-optmyzr-google-ads-tool-stack-cost-execution-vs-tools)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### Why More Google Ads Conversion Signals Hurt Smart Bidding Performance The industry says add more conversion signals to improve Smart Bidding. For most advertisers, this advice is backwards. Bad signals, from unfiltered GA4 imports to duplicated conversion sources, actively teach the algorithm to optimize for the wrong outcomes. This article breaks down the three most common signal quality mistakes, explains why Performance Max makes them worse, and provides a clear framework for building a conversion architecture that drives revenue instead of vanity metrics. 8 min read Written by Alexander Perelman](https://groas.com/post/google-ads-conversion-signal-quality-smart-bidding-mistakes)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### How An Ecommerce Brand Fixed Google Shopping Feed Quality And Doubled New Customer Growth A mid-market ecommerce brand spending $80K to $120K per month on Google Ads had strong Shopping ROAS but completely flat new customer acquisition. The root cause was not bidding. It was feed quality issues suppressing high-margin products, campaign structure funneling budget to low-margin SKUs, and an over-tightened tROAS filtering out new customer queries. A 45-day rebuild covering feed surgery, margin-tiered campaign restructuring, and segmented bidding reset doubled new customer volume without increasing ad spend. This case study walks through the diagnosis, the fix, and the transferable lessons any ecommerce team can apply. 5 min read Written by Alexander Perelman](https://groas.com/post/ecommerce-google-shopping-feed-quality-case-study-doubled-new-customer-growth)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### How To Set Up YouTube Ads For Lead Generation: Step-By-Step Setup Guide A complete step-by-step guide to setting up YouTube ads for lead generation in 2026, covering campaign objectives, ad format selection, audience targeting, video creative structure, budget and frequency management, and attribution. Includes guidance for in-house teams layering YouTube into existing Google Ads accounts and businesses that want fully managed YouTube advertising. 7 min read Written by Alexander Perelman](https://groas.com/post/youtube-ads-lead-generation-setup-guide-2026)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### When Creative Testing Hurts Google Ads Performance: A Contrarian Guide The standard advice to always test Google Ads creative is often wrong and actively harmful. This contrarian guide explains why premature creative testing fragments conversion signal, confuses Smart Bidding, and stalls account performance, plus what serious advertisers should do instead. 5 min read Written by Alexander Perelman](https://groas.com/post/when-creative-testing-hurts-google-ads-performance-contrarian-guide)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### How An Ecommerce Brand Rebuilt Google Shopping Product Groups And Recovered ROAS In 60 Days An ecommerce brand spending $80K per month on Google Shopping hit a revenue plateau. The problem was not bidding. It was a flat product group structure, no custom labels, and brand queries blended with generic traffic. This case study walks through the structural audit, the three-part rebuild (margin-tier segmentation, custom label strategy, brand and generic separation), and the ROAS recovery within 60 days. The core lesson: Google Shopping underperformance is almost always a structural and feed problem, and no tROAS adjustment can fix a broken foundation. 6 min read Written by Alexander Perelman](https://groas.com/post/ecommerce-google-shopping-product-group-restructure-roas-recovery-60-day-case-study)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### How To Onboard A New Google Ads Client In 6 Steps: The Agency Launch Playbook A repeatable 6-step playbook for agencies onboarding new Google Ads clients, covering account audits, conversion tracking setup, KPI alignment, campaign structure for smart bidding, learning phase management, and scalable client reporting. Built for agency operators who need a standardized process that protects margins and sets realistic performance expectations from day one. 7 min read Written by Alexander Perelman](https://groas.com/post/how-to-onboard-google-ads-client-agency-launch-playbook-6-steps)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### How A Local Service Business Improved Google Ads Lead Quality By 45% A local service business spending $15K per month on Google Ads was generating 300 leads but booking fewer than 80 jobs. By rebuilding the account around presence-only location targeting, service-specific campaign structure, offline conversion imports, and dedicated landing pages, lead quality improved by 45% and cost per booked job dropped from $190 to $110 within 90 days. This case study breaks down every step of the rebuild for local service business owners and the agencies that manage their accounts. 5 min read Written by Alexander Perelman](https://groas.com/post/local-service-business-google-ads-lead-quality-improvement-case-study)

[![](https://cdn.prod.website-files.com/plugins/Basic/assets/placeholder.60f9b1840c.svg) ##### Why SaaS Google Ads Agencies Underperform For Pipeline Growth The default advice for SaaS companies to hire a Google Ads agency is structurally flawed for B2B pipeline growth. Percentage-of-spend fees, staff turnover, and optimization toward front-end leads rather than qualified pipeline create compounding problems that most agencies cannot solve. This article examines why the agency model fails SaaS companies, what proper SaaS Google Ads management requires in 2026, and how engine-powered execution with senior human strategy delivers what traditional retainers cannot. 5 min read Written by Alexander Perelman](https://groas.com/post/saas-google-ads-agency-underperforms-pipeline-growth-2026)

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