Tools and insights.
To help you understand how AI sees your business.
Find out where you stand, then keep it that way.
The 2026 Triangle AI Visibility Study
A benchmark study of how ChatGPT, Claude, Gemini, and Perplexity identify and describe 52 small businesses across Durham, Raleigh, Cary, Chapel Hill, Morrisville, and Apex. Not one came through clearly.
Inside: 208 platform responses tested against verified facts, the two failure modes AI platforms use when they don’t know a business, industry-level results across five categories, and a full methodology appendix built for press citation.
Benchmark Study
The 2026
Triangle AI
Visibility Study
52 Triangle small businesses. Not one came through clearly.
By Lenise Kenney
Signal & Structure AI · July 2026
White Paper
The
Invisible
Business
Why your business exists in the real world but not in AI
By Lenise Kenney
Signal & Structure AI · May 2026
The Invisible Business
A preliminary research white paper introducing the Signal Strength framework and the six dimensions of AI visibility. Twenty small businesses across four industries and four U.S. cities, tested against ChatGPT, Claude, and Gemini.
Inside: what 20 small businesses revealed about AI visibility, the five causes of AI invisibility, the hallucination problem, and a framework for measuring where you stand. Written for business owners and leaders, not developers.
The Signal Report Monthly
One email per month. AI visibility tips, featured businesses from our network, and insights on the changing landscape of how people find services online.
We spotlight businesses that are working to become more discoverable. If you are on that journey too, this is your community.
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