Insights.
Practical implementation thinking on marketing operations, content strategy, attribution, AI search, and Claude.
AI Models
Marketing MCP servers — connecting Claude to GA4, HubSpot, and ad platforms
Marketing MCP servers are small programs that connect Claude to the data systems where your marketing actually lives (Google Analytics 4, HubSpot, Meta Ads, and so on) using a shared protocol that Anthropic introduced in late 2024 . Once th…
AI Models
Building brand-aligned Claude Skills so Claude stops defaulting to generic marke…
Most marketing-focused Claude Skills ship as dressed-up prompt templates and drift back to generic by paragraph five. The architectural fix: a Skill skeleton that reads brand references at runtime, validates output against your taxonomy, an…
Content Strategy
AI content strategy: a practitioner's framework
How Robotic Pixels runs a 10-stage AI content production pipeline — from brief to published post in 3–5 days. First-hand breakdown of every stage, with real costs, tooling, timing, and the failure modes that actually occur in production.
Attribution
Multi-touch attribution without enterprise prices
Multi-touch attribution is a statistical methodology, not an enterprise software feature. Any team with GA4, BigQuery export, and basic SQL can implement it for under £200/month. Here’s the full stack, the three SQL queries that do the work…
Marketing Operations
How we built our own rank tracker with DataForSEO + Claude Code
We built our own rank tracker with DataForSEO + Claude Code — £27/month versus £99+ for Ahrefs. Complete architecture, TypeScript implementation, PostgreSQL schema, cost breakdown, and the five things that broke during development.
AI Search
LLM visibility — what it is, why it matters, and how to measure it
LLM visibility is the measurable frequency with which your content gets cited by AI-powered search tools. Here is why it now matters for most marketing teams — and the four-layer methodology we use to track it systematically.
Attribution
Marketing Attribution Models: A Decision Framework for Teams Who Don't Have Unli…
A marketing attribution model assigns credit for conversions to the touchpoints that influenced them. The six models that matter in 2026 each suit a different data maturity level. Which one fits depends less on the model and more on the dat…