The journal
Field notes on Google Ads, measurement and AI-assisted marketing systems — written from real accounts, not theory.
Brand, Positioning & Category Design
SEO for new categories starts before people search the product name. The first goal is to map and serve the demand that already exists — problems, alternatives, workflows, triggers, comparisons — and to help buyers reach the new category through the vocabulary they already own. This article walks the practical pages and the honest measurement that come next.
Google Ads Scripts still matter when they are used as monitoring and QA layers around Smart Bidding, Performance Max, and human account strategy. This guide walks through 10 starter scripts for alerting, exports, URL QA, PMax checks, AI Max URL risk, pacing, and reporting workflows.
A practical GEO measurement framework for reporting Search visibility, AI citations, assistant referrals, behavior, conversions, and confidence without fake precision.
A practical GA4 setup guide for isolating assistant referrals with a starter regex, custom channel group, and exploration workflow.
Brand, Positioning & Category Design
Programmatic SEO for startups is the practice of generating many indexable pages from one repeatable pattern — a dataset, an inventory, a comparison, a workflow. It can produce a durable asset when the pages carry proprietary value; it becomes thin scaled content when they do not. This article walks the pre-scale checks that separate the two.
Conversion Rate Optimization (CRO)
MVP landing page SEO is the use of a single focused page to test problem language, buyer intent, offer clarity, and measurement discipline before a full website exists. The goal is learning, not proof: no landing page validates product-market fit on its own. This article walks the structure, the signals, and the decisions that follow.
Startup category design is the strategic choice of which market frame the buyer should use to understand the product. Most startups should not invent a new category; borrowing or narrowing an existing one is faster, cheaper and more honest. This article walks the three paths, the evidence to gather, and the assets each choice changes.
Brand, Positioning & Category Design
Startup positioning is the choice of market frame, target buyer, alternatives, and differentiated value that lets a buyer understand the product in seconds. It is not a slogan, a brand voice, or a homepage rewrite. This article walks the decisions that make positioning legible — and the assets where the decision shows up.
Brand, Positioning & Category Design
Founder-led brand is the technical founder’s repeatable system for making the problem, product, learning and proof visible before there is a marketing team. It is not influencer posting and not a replacement for marketing. This article walks the clarity work that turns the founder’s voice into raw material a marketer can later scale.
A practical GEO pillar for earning AI citations with prompt research, source analysis, content restructuring, legitimate mentions, and measurement.