Research notes. Sources included.

Practical checks and engineering notes from building a source-first video research engine. Methods, decisions, and limitations kept in view.

Research methodsAugust 30, 2026

AI visibility is not traffic: a four-part measurement worksheet

Separate search exposure, AI citations, referral sessions and useful actions with a weekly worksheet, fixed prompt checks and explicit missing-data rules.

Four white cards separately labelled Exposure, Citations, Visits and Actions, with blue eye, quote, cursor and check symbols. — AI-generated editorial illustration by Base2026. Conceptual categories, not a dashboard or measured results.

Research methodsAugust 30, 2026

Three Sources Are Not Always Three Independent Voices

A small, reproducible check for source diversity before turning search results into advice.

EngineeringAugust 29, 2026

How I Built Source-Backed Expert-Video Search on Cloudflare

The architecture, evidence boundary and release discipline behind Base2026.