field notes
How to attribute every visit to real revenue: AI traffic, dark social, tracked links and privacy-first measurement.
ChatGPT sends real, high-converting traffic. Here are three ways to track it (GA4, privacy-first analytics, server logs), the full AI referrer list, and what every method misses.
Cohort analysis sounds like a data-team luxury. It is actually the simplest way to see if your product and your marketing are getting better or worse. Here is the founder's version.
Stripe knows revenue. Analytics knows traffic. Connecting them is how you finally see which channel brings paying customers. Here is the setup, step by step.
Average LTV is a lie that hides your best and worst channels. Measuring lifetime value by where customers came from is the number that should set your budget. Here is how.
Your analytics counts visits. Your payment tool counts revenue. Neither connects the two, so you cannot see which marketing brings profitable customers. Here is how to close the gap.
Pageviews are the metric you optimize when you do not know what else to measure. Revenue per visitor is the one number that ties traffic to the bank. Here is why to switch.
AI referral traffic grew 357% in a year and converts better than almost any channel. The numbers behind AI assistant traffic, and why it behaves like word of mouth.
AI bots crawl your site thousands of times. How many visitors do they send back? The crawl-to-refer ratio measures the AI bargain, per engine. Definition, formula, benchmarks.
GEO tools track brand mentions from $39/mo. GA4 counts clicks. Neither ties AI traffic to revenue. Here is what complete LLM referral tracking looks like in 2026.
Perplexity cites sources on every answer, which makes it the most referral-friendly AI engine. How to track perplexity.ai traffic and earn more citations.
The complete, maintained list of AI crawlers in 2026. What GPTBot, ClaudeBot, PerplexityBot and 220+ other bots do on your site, and how to control each one.
A tracked link is a measurement point that survives copy-paste into chats, bios and newsletters, where UTMs die. Here is how to use them to rank your channels by revenue.
Most QR codes are dumb links to a fixed URL. A tracked QR code turns packaging, posters and events into measurable channels with scans, sources and revenue. Here is how.
Up to 80% of sharing happens in private channels that strip the referrer, dumping your best traffic into 'Direct'. Here is what dark social is and the one fix that works.
UTM parameters work until a human touches them. Tracked short links survive forwarding, chats and bios. Here is the honest comparison and when to use each.
Meta and Google both claim the same conversion, then both take credit. The only honest ad ROI is measured independently, on your side. Here is why and how.
Your ESP reports opens and clicks, then goes silent. Real email ROI lives on your site, after the click. Here is how to attribute email campaigns all the way to revenue.
Email, SMS, social, ads, organic and AI, each measured in its own silo with its own rules, is how you end up unable to compare anything. Here is how to put every channel on one honest scoreboard.
SMS has the best open rate of any channel and the worst attribution. One tracked link per campaign fixes it. Here is how to measure SMS marketing in revenue, not taps.
Likes and reach are vanity metrics. The only social number that matters is revenue per post. Here is how to measure it with tracked links, even for dark social.
Live tracker of every court case and regulatory challenge to the EU-US Data Privacy Framework. Status, next milestones, and what each outcome would mean. Updated monthly.
Most "EU analytics" lists confuse EU hosting with EU ownership. Here is the verified list: who owns each tool, where the data lives, and what that means under GDPR.
What GDPR compliance actually requires from web analytics: personal data, consent, cookies, transfers. A no-FUD guide with an audit checklist for your current setup.
Every major ruling, fine and decision on Google Analytics and EU privacy law, in one maintained timeline: Schrems I and II, the 2022 DPA wave, the Swedish fines, and the case pending now.
A French MP took the EU-US Data Privacy Framework to court. He lost round one and appealed to the CJEU. What the case says, in plain marketer language.
The EU-US Data Privacy Framework is under appeal at the CJEU. Here is what actually happened, what history says comes next, and how to prepare your analytics stack.
A/B testing finds the best version for everyone. Personalization shows different versions to different people. They are complements, not rivals. Here is the decision.
One homepage for every source leaves money on the table. Matching the landing page to where traffic came from lifts conversion, if you measure it. Here is the playbook.
Where a visitor came from tells you what they came for. Segmenting by acquisition source is the highest-ROI, lowest-effort personalization there is. Here is how to do it.
A practical intro to website personalization: the types that work, where to start, and the measurement layer that decides whether any of it sells. No hype.
Personalization fails when it runs on guesses. Before changing what visitors see, you need to know who they are and what converts them. Here is the measurement layer that makes dynamic sites actually sell.
OpenAI launched ads in ChatGPT in February 2026. That quietly broke 'AI traffic' into paid and organic, two channels you must now track apart. Here is why, and how.
In May 2026 Google removed the signal that let you identify AI Overview clicks, with no replacement. AI Overviews are on 48% of searches. Here is what you can still measure, and how.
kickbacks.ai sells ads in the Claude Code thinking spinner and splits the revenue with you. It is clever, a little dystopian, and a perfect signal of where AI monetization is heading. An honest take.
Cookieless, EU-hosted analytics that ties every visit to real Stripe revenue. Free in beta.