Insights, market analysis, and product updates from the Kodiac team. AI Audit Friday weekly series. Source Intelligence deep dives. Strategic frameworks for an AI-mediated world.
The data behind the most important number in AI visibility. Reddit, Wikipedia, G2, Hacker News. What's actually shaping AI's view of your brand — and what to do about it.
May 2026 · 8 min read
Audit-only tools tell you the symptom. Kodiac diagnoses the root cause. Here's how the three layers work together — and why every brand needs all three.
May 2026 · 6 min read
Three terms for three slightly different things, all in the same emerging category. Generative engine optimisation. Answer engine optimisation. AI visibility infrastructure. Why we use both.
May 2026 · 5 min read
From 86.7% to 64.5%. Gemini 4x growth. Perplexity 370%. The AI search market has fragmented permanently. Why multi-LLM coverage is now table stakes.
April 2026 · 7 min read
First in the AI Audit Friday weekly series. We ran the same buyer prompt across 5 AI systems for 12 industries. Here's what we found — and why it should worry most marketing leaders.
May 2026 · 6 min read
v1 Content was read-only. v2 lets you fix records inline and write back to source CMS. Why this is the most requested feature — and how it works.
May 2026 · 5 min read
Every Friday. A new audit insight from a real brand or industry. 35 weeks across May–Dec 2026. Subscribe and we'll send each one to your inbox.
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