Blog

Field notes on AI visibility & GEO.

Strategy, frameworks, and short reads from the team building the operating system for how AI sees your brand.

LLM SOV

How to measure LLM visibility, without guessing.

Share-of-voice, citation rate, and brand-mention frequency. The three numbers every modern brand should track across AI engines.

May 20, 2026
SENTIMENT

The tone AI uses about your brand is now part of the funnel.

Why "how" you appear matters as much as "where" you appear, and how to track the qualifiers shaping buyer perception.

May 17, 2026
AUDIT

The technical audit, reimagined for the AI-readable web.

Three pillars Access, Structure, Content. What changes when your audience is no longer just a crawler.

May 14, 2026
TRENDS

AI search in 2026 five shifts every brand should plan for.

From answer-first behavior to vertical AI engines. The shifts redrawing the search map this year.

May 11, 2026
AEO

Answer engines reward structure. Here's the structure to ship.

Definition blocks, direct answers, numbered lists, and the FAQ pattern that LLMs lift verbatim into responses.

May 7, 2026
BRAND OS

What an AI-driven brand intelligence platform actually does.

From dashboards to direct implementation. A walkthrough of the layer that sits between your brand and every AI engine.

May 3, 2026
AI · NATIVE

AI-native optimization, in plain English.

What it means to design a workflow where AI does the audit, picks the fix, and ships it in the same loop.

Apr 28, 2026
NARRATIVE

How to correct an AI narrative that's gone wrong.

Outdated stats, missing context, mistaken attribution. A practical playbook for repairing how AI talks about you.

Apr 22, 2026
SEO → GEO

Why SEO is the cornerstone of GEO success.

GEO needs SEO. Without solid technical foundations, even the best generative engine strategy collapses. Here's why and what to fix first.

Jun 23, 2026

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