Michael Notbohm

One weekend project for any business owner: Ask ChatGPT: "who's the best [your service] in [your city]?" If you're not in the top 3, you have next weekend's work list.

McKinsey: $3-5 trillion in agent-mediated commerce by 2030. For context, total US e-commerce in 2024 was $1.2T. Agents are projected to transact 2-4x more than all US e-commerce, globally, within 5 years. Adjust your Q3 planning accordingly.

Lag time from AEO action to AI citation: 4-6 weeks. Lag time from SEO action to Google ranking: 4-6 months. Whichever quarter you start in, that's the quarter you get results. Not the one after.

@everestchris6 prompt

claude opus 5 runs six agents selling services to local businesses 24/7 and it built a live earth to watch it all happen on here's what it does: - picks a city and pulls a whole niche off google maps - six agents, each hunting one flaw: no website, no socials, no ads, no booking, ignored reviews, dead phone line - whichever agent finds the worst problem claims that business, so no owner gets pitched six times about six different things - writes them a real website off their own reviews from scratch - makes the matching social post and the tap card for the counter - prints a postcard and sends it to their address - then puts a light on the globe so i can watch it land reply "PROMPT" + RT and i'll send you the prompt so you can build this too (must be following so i can DM you)

OpenAI's local ad ecosystem is empty right now. Google's took 15 years to reach current pricing. Early local advertisers on ChatGPT will get pricing and placement leverage that won't exist in 18 months. The window is now.

Got a message from a Tampa dentist last week. He'd been running Google Ads for 8 years. Never touched AEO. Ran Askable's audit. Found that 7 of the top 10 prompts for "family dentist Tampa" recommended his 2-year-old competitor. He'd built a 20-year practice invisible to the platform his next patients now use to decide. The fix was 4 hours of work.

ChatGPT referral traffic share: Walmart: 20% Etsy: 20%+ Target: 15% Amazon: <3% (declining 18% MoM) Open catalog → AI recommends you. Closed catalog → AI can't. Guess who wins Q4.

Weekend project: pull up your GBP, Facebook, Yelp, Foursquare, Bing. Compare Name, Address, Phone on each. Spot the mismatch. Fix it. That's your AI trust signal. 30 minutes. Free. Compounds.

@vercel_support — Pro customer with a billing ticket from July 6 that hasn't gotten a response. Invoice is now past due. Root cause was a log drain loop on my end, already fixed. Can someone take a look? Happy to DM the details.

Org design signal: Integrated SEO+AEO team → 81% traffic lift Separate SEO and AEO teams → 36% lift Same skills. Same tools. Different reporting line. 2.25x delta.

AI-referred visitors convert 4.4x better than organic search visitors. Same product. Same landing page. Different intent. AI is filtering higher-intent traffic. If you're not in the citation set, you're missing the best-converting cohort of your funnel.

The storefront used to be your URL. Now it's the AI's recommendation set. If you're not visible inside the AI's answer, you're not visible.

92.4% of AI referral traffic goes through ChatGPT. Up from 84% in December. At this rate ChatGPT will be 97%+ by year-end. Optimize accordingly.

Square just shipped agentic commerce integrations with BOTH ChatGPT and Claude. If you sell anything on Square, your products are now discoverable inside AI conversations. The question isn't "should we optimize for AI commerce?" anymore. It's "how far behind are we?"

@shivsakhuja Goose

Introducing iMessage video ads in Claude We taught Claude to make iMessage video ads in one shot with a single skill. These iMessage ads are absolutely killing it on Meta right now. The skill teaches Claude to make a full video ad in one shot with iPhone frame, SFX, music, and end card. And it's just HTML. It doesn't use any video generation models, so it's cheap! Comment Goose below and I'll send you the skill.

Voice search and AI assistant search are merging into the same behavior. If you've been doing AEO for ChatGPT, you're already 80% of the way to voice optimization. The channels weren't separate. You just couldn't see it yet.

Long weekends are when the gap widens. Your competitors who automated their GBP updates and review responses didn't take Friday off. AI doesn't care that you were grilling.

Heading into the long weekend. Quick reminder for service-business owners: Customers searching during holidays are already in the "I want it now" mindset. If AI doesn't know your hours, your services, and that you're open — they'll find someone AI does know. Update your GBP holiday hours today.

When asking happy customers for a review, swap the script: Old: "Mind leaving us a 5-star review?" New: "If you have a sec, would you mind mentioning what made the experience easy?" Specific text gets summarized by AI. Generic 5-star praise doesn't compound anymore.

H2 2026 prediction: The brands that started AEO work in Q1 already have a 6-month compounding lead. The gap doubles by year-end. Not a guess. Just compound math applied to a 4-6 week lag time.