Built by an operator, for operators.
John Williams has spent 15+ years managing $350M+ in Google, Meta, Microsoft, and Amazon spend. He built Buddy because he wanted his own agency to have an unfair advantage. Then he open-sourced it.
John M. Williams
Founder of It All Started With An Idea and AHMEEGO. Creator of Buddy, the open-source AI Google Ads agent built on Claude. 15+ years across Google Ads, Meta, Microsoft, Amazon, TikTok, LinkedIn, YouTube — managing over $350M in total spend. Hero Conf 2025 + 2026 speaker on AI applications in advertising.
Previously: Seer Interactive, Silver Mirror, Gen Digital / NortonLifeLock, Hanapin / Brainlabs, CDK Global, OuterBox, IMM, Farmers Insurance. Writes for Search Engine Land and PPC Hero. Substack writer at itallstartedwithaidea. Code on GitHub. Full record: John M. Williams.
Why iaswai exists.
After 15 years inside agencies and brands, John saw the same pattern: account managers spending 80% of their time on data wrangling and 20% on actual strategy. So he built Buddy — an AI agent that can do the wrangling, ask the right clarifying questions, and label every change for rollback. The agency uses Buddy on every client account. The platform is open-source on GitHub.
It All Started With An Idea is the agency side of the business — done-for-you paid media, measurement, SEO and web, and commerce systems. AHMEEGO is the platform side — DIY tools, free, open. Same founder. Same Buddy. Two faces of the same idea.
From Washington State receiver to $350M+ in managed spend.
John M. Williams played wide receiver for Washington State University from 2003 to 2005. Football never fully left: years later, with his marketing career underway, he coached high-school football in the East Valley at Casteel High School and Higley High School. He went on to earn an MBA from the Colangelo College of Business at Grand Canyon University.
His paid media career has run for more than 15 years, on both the agency and the brand side. In 2017 he was a Digital Strategist at CDK Global, working on automotive digital programs. From 2019 he was in senior account management at Hanapin Marketing, the agency behind PPC Hero and Hero Conf, later part of Brainlabs. There he wrote for PPC Hero and spoke at PPC Hero Summit 2020. He has also been Media Director at IMM (Ideas Made Measurable), run ecommerce paid media at OuterBox, worked on media for Farmers Insurance and paid media programs for Gen Digital / NortonLifeLock, led customer acquisition as Director of Customer Acquisition at Silver Mirror, and worked as a Senior Paid Media Specialist at Seer Interactive.
Across those roles he has been directly responsible for more than $350 million in ad spend on Google Ads, Microsoft Advertising, Meta, Amazon, TikTok, LinkedIn and YouTube, for brands including General Motors, Farmers Insurance, Prudential, Eventbrite, Columbia, Harvard, AutoNation and NortonLifeLock.
Where the idea came from
Inside agencies and brands, John kept seeing the same pattern: account managers spending most of their time wrangling data and too little on strategy. So he built Buddy, an AI agent with live Google Ads API access that does the wrangling, asks clarifying questions before acting, and labels every change for rollback. He open-sourced it on GitHub, and in 2026 released it as Buddy by Ahmeego on the App Store and Google Play. At Hero Conf 2026 his talk was about exactly that: the paid media tools you need don't exist, so we're building them live.
It All Started With An Idea is the agency that grew out of that work, headquartered in Queen Creek, Arizona. It runs paid media, nonprofit ad grants, measurement, SEO and web, and commerce systems for businesses across the US, with Buddy on every account. AHMEEGO is the platform side: free tools and education, built by the same founder.
Outside the accounts
John writes for Search Engine Land and PPC Hero, publishes the Creating A Digital Disneyland newsletter, and hosts the Paid Search Playground podcast. He is also an artist: Adweek profiled his work in its Profiles in Black Creativity series, in a feature about the art he makes out of love for his son.
The short version.
- 2003–2005: Wide receiver, Washington State University football
- 2017: Digital Strategist, CDK Global
- 2019: Senior account management, Hanapin Marketing / Brainlabs
- 2020: Speaker, PPC Hero Summit
- Media Director, IMM · ecommerce paid media, OuterBox · Farmers Insurance · Gen Digital / NortonLifeLock
- Director of Customer Acquisition, Silver Mirror · Senior Paid Media Specialist, Seer Interactive
- MBA, Colangelo College of Business, Grand Canyon University
- 2025: Speaker, Hero Conf (Target Like a Pro: AI-Powered Advertising)
- 2026: Speaker, Hero Conf · Search Engine Land contributor · Buddy by Ahmeego released on iOS and Android
Five practices, one senior team.
Paid Media
Google Ads, Microsoft Ads, Performance Max, Meta, display and video, managed by a senior team using Buddy.
Learn more →Nonprofit Marketing
Grant-funded search advertising and measurement for 501(c)(3) organizations.
Learn more →Measurement & Analytics
GA4, tag management, server-side tracking and conversion data you can take to finance.
Learn more →SEO & Web
Technical SEO, local SEO, AI search visibility and fast websites built to convert.
Learn more →Commerce & Systems
Shopify, Amazon, Faire, Merchant Center, CRM, ERP, apps and AI agents, connected end to end.
Learn more →Full profile: John M. Williams
Writing, speaking, projects and verified profiles.
Learn more →Tell us about your business.
Tell us what you're working on. We'll come back with an honest assessment, a Buddy-powered audit if you're already running ads, and a recommended next step. No contract. No obligation. Usually back within 48 hours.
- → Honest assessment of where you are
- → Buddy-powered audit (if you're already running ads)
- → Top 10 prioritized fixes (effort × impact)
- → 30/60/90-day roadmap + scope of work
Prefer to talk first? (602) 563-6976 · hello@itallstartedwithaidea.com