
THE AKII JOURNAL
Thinking behind
the building.
Research, ideas, and practical notes on software, AI, and online growth.
Article archive
Explore our writing on software, AI, business, and online growth.


Why AI Visibility Should Be a Weekly Marketing Review Metric

The AI Visibility Operating Model: How Modern Marketing Teams Should Work

The Future of AI Brand Intelligence: Closed-Loop Monitoring and Execution

From Monitoring to Action: Turning AI Visibility Signals Into Prioritized Fixes
Monitoring is only useful when it produces a queue someone can act on. Here is a practical way to sort the signal from the noise.

The AI Perception Gap: When AI Sees You Differently Than Your Customers Do
Customers may know your brand one way while AI describes it another. This article shows how that gap forms and why it matters.

Why AI Search Is a Competitive Intelligence System (Whether You Use It or Not)

Brand State Snapshots: The Missing Layer in AI Search Strategy

How AI Systems Actually Construct Your Brand Narrative
AI answers compress sources into a short story about a brand. Here is how retrieval, framing, and stale facts shape that story.

The Death of Rank Tracking: Why AI Requires Time-Aware Monitoring
A single position no longer explains AI discovery. This article covers time-aware checks, replay, and why one snapshot misleads.

Why AI Visibility Is Not a Dashboard - It’s Infrastructure

AI Visibility vs. Paid AI Placements: What Brands Will Need in 2026
The archive includes earlier Akii research. Explore our portfolio to see the products we build and operate today.