THE BLOG

Growth, in the open.

Playbooks and field notes on paid media, data, AI innovation, lifecycle, and the web we build.

How to Derive a Target CPL From LTV, Close Rates, and Your CAC Ceiling

The basic CPL formula tells you what a lead cost, never what it should cost. Work backward from LTV, your CAC ceiling, and lead-to-close rates to a defensible target CPL by channel.

6 min read Read →Guides

How to Add Schema to HTML in All Three Formats (With Templates)

HTML schema in practice: where JSON-LD, microdata, and RDFa live in your markup, copy-paste templates for priority types, and how to validate each one.

7 min read Read →Statistics

Does Schema Markup Actually Move Rankings, or Just Pixels

Practitioners debate whether schema markup lifts rankings, rich results, and CTR. Here is what the evidence supports, where the effect is real, and where it is zero.

7 min read Read →Data

The Multiplier Method for Calibrating Platform Attribution With Incrementality Tests

How to calibrate platform-reported conversions with incrementality test results using channel multipliers, with worked examples and a quarterly refresh cadence.

6 min read Read →Google Ads

How to Use Audience Exclusions to Protect Budget Smart Bidding Won't

A practitioner's walkthrough of Google Ads audience exclusions: which segments to suppress under Smart Bidding and PMax, exact settings paths, and a pre-launch checklist.

7 min read Read →Guides

How to Run a Quarterly Geo-Holdout Test Your CFO Will Actually Trust

A step-by-step operator guide to quarterly geo-holdout incrementality tests: market matching, cell sizing, spend floors, contamination traps, and how to read a null result.

8 min read Read →Google Ads

Ads in AI Overviews and AI Mode Are Live, and Most Accounts Aren't Ready

Google now serves ads in AI Overviews and AI Mode via PMax, Shopping, and broad match. A readiness audit of eligibility, bidding behavior, and the reporting gaps to expect.

8 min read Read →AI & ML

Your Next Customer Is an AI Agent Asking About Returns at 3 a.m.

AI shopping agents now check stock, delivery, and returns before a human ever loads your page. How to instrument your stack so agent-to-agent queries become measurable conversions.

7 min read Read →Ecommerce

Your Next Customer May Never See Your Website

Assistants can now buy from your store without a site visit. A practical readiness check for ecommerce teams: feeds, ACP checkout APIs, payment rails, and what breaks first.

8 min read Read →Ecommerce

The Real Take Rate of Agentic Checkout Is Your Customer Record

Purchases now complete inside ChatGPT. We run the margin math on ACP take rates, lost customer records, and broken attribution, plus a decision rule for opting in.

6 min read Read →Statistics

Agentic Commerce by the Numbers Your Board Will Actually Believe

Sourced agentic commerce statistics for 2026: merchant adoption, consumer delegation intent, AI-influenced holiday sales, and early conversion data from agent checkouts.

6 min read Read →Ecommerce

What It Takes to Let a Machine Spend Your Money

Shoppers expect AI-driven purchases within a year, but few trust an agent to pay. The mandates, guarantees, and machine-readable policies that turn hesitation into delegation.

7 min read Read →Lead Gen

Your Next Whitepaper Download Won't Have a Pulse

AI research agents now run the first pass on B2B shortlists. Rethink gating, forms, and nurture so machines extract your content accurately instead of skipping it.

6 min read Read →Ecommerce

The Cancel Request Now Arrives With an API Key

AI assistants now audit charges, compare alternatives, and cancel subscriptions on command. Five defensive plays that make retention legible to agents before the pattern sets.

7 min read Read →Benchmarks

AI Referral Traffic Benchmarks for 2026, With the Caveats Left In

The first consolidated benchmark set for AI referral traffic: share of visits, conversion deltas versus organic, and citation-to-visit rates across major assistants.

8 min read Read →Lead Gen

Stop Feeding AI-Referred Leads Into Cold-Traffic Drips

AI-referred leads convert 31% higher than organic and arrive pre-researched. Here are the if-then rules to rework scoring, routing, SLAs, and nurture for them.

7 min read Read →AI & ML

The Campaign Calendar Is Quietly Becoming a Legacy System

Always-on AI decisioning compresses marketing insight-to-action from weeks to minutes. What machines should own, where judgment stays human, and how team rituals change.

8 min read Read →Data

The Composable CDP Decision Memo

Signals you've outgrown your packaged CDP, how to sequence a zero-copy migration to the lakehouse, and the hidden costs vendors never quote. A decision memo for 2026.

8 min read Read →

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