Working notes on marketing operations, search, and building tools that don't ask for your email. Written by Amit Gupta.
Conductor fired 14,000 API calls at four AI engines and got 40% brand overlap between two runs of the same prompt. So what is the 0 to 100 AI visibility score on your dashboard actually measuring? The auditable unit is the citation event, not the index.
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Anthropic paid 1.5 billion dollars for the books it used to train Claude. That price tag answers a question most marketers skip: what is inside these models, and who owns it?
Most AI video editors upload your footage, run their own model, and watermark the export. PromptCut inverts all three: a local desktop editor you drive with your own AI over MCP.
On June 3, 2026 Google gave Search Console its first dedicated view of impressions inside AI Overviews and AI Mode. The catch: it shows appearance, not a single click. How to use it this week without misreading it.
HubSpot's redesigned interface has been an opt-in beta since June 29. On August 31, 2026 it becomes the default for every hub and every tier. What's cosmetic, what can quietly break, and what to check before the date.
Ahrefs studied 75,000 brands: branded mentions correlate with AI visibility about 3x more than backlinks (0.664 vs 0.218). The unit of authority changed, and how each engine actually builds its index.
Only 16% of brands track AI search, while McKinsey warns of 20-50% traffic loss. Your sessions dashboard can't see AI's influence, because it never produces a click. The measurement layer to add.
Gartner says SEO and PPC give way to agent engine optimization, optimizing for the AI agents that evaluate and buy. What machine-readable marketing means, and what to build now without overreacting.
Among people who've adopted AI search, 44% call it their primary source of insight vs 31% for Google, and early adopters skew toward your B2B buyers. What that McKinsey number means for how you get found.
A 17-million-citation study found AI engines cite pages a full year newer than organic search, ChatGPT most of all. Freshness is a real AEO signal. What to refresh, and the date-stamp trap to avoid.
AI Overviews now hit most B2B queries and eat the generic explainers. What still earns clicks and citations is the content an answer engine can't make up: your data, your judgment, your numbers.
HubSpot ships two AEO products, and the order you set them up in decides whether you waste money. Run the free grader, read the score, then pick the 25 prompts that decide if the paid tool is worth 50 dollars a month.
HubSpot renamed Commerce Hub to Revenue Hub and expanded it to quote-to-cash on June 16, 2026. What it means for marketing ops, and why most of the HubSpot AI news you keep seeing is really the April Spotlight, still rolling out.
Two new AI skills in open beta, and three API changes on July 31 that break old integrations: SOAP ends, the access_token param is removed, and Merge Leads caps at 25. What to fix before the deadline.
A field guide to HubSpot onboarding and setup, in the order that keeps your workflows from fighting you: the data model, deduplication, lifecycle stages, email authentication, then workflows.
A field guide to Adobe Marketo Engage onboarding and Smart Campaigns: deliverability, CNAMEs, CRM sync, batch versus trigger, and the operational programs every instance needs before you build a single campaign.
I staffed a team of agents to build this site with me, then built a dashboard to see if they actually ran, what they cost, and which tools failed. What it shows, and how to run the same setup on your own agents.
Run google.com through an email authentication check and it scores 71, not 100. What SPF, DKIM, DMARC and MX each cost you, and the exact fixes in order of impact.
The SEO-is-dead, AEO-is-the-new-SEO debate is a false binary that mostly sells acronyms and new budget lines. It is one job, being the source an answer is built from. What actually changed is where the answer renders, and what to do about it on Monday.
Every free email verifier, CSV splitter, and list cleaner uploads your contacts to a server you don't control. Why that is a data-processing problem, and three tools that do the same jobs 100% inside your browser, where the list never leaves.
I measured my Claude Code token use from real transcripts. The cache savings were real but credited the wrong thing. The full math, the charts, and the handoff split that cut per-session overhead by 94 percent.
Zyppy studied 80,959 title tags and Google rewrote 61.6% of them. Title tag optimization is not about the title that wins clicks, it is about writing one Google keeps. What triggers a rewrite, and a 60-second check.
Pew tracked real browsing: when an AI summary shows, people click a result 8% of the time versus 15% without. Clicks are the wrong metric now. How to measure share of AI voice instead, and why the vendor dashboards mostly sell you decoration.
Gartner expects 60% of AI projects to fail through 2026 for lack of ready data. The 2026 numbers on CRM accuracy, the three questions to ask before you turn AI on, and where it actually pays off.
AI Overviews roughly halved organic click-through this year, and the structured-data markup every AEO checklist is selling doesn't move the needle for AI citations. What the verified 2026 data actually says, and what to do instead.
Why I built 21 free marketing tools and put them all online. No accounts, no uploads, no tracking. The vision, every tool grouped by use case, and the five rules behind it.
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