Research & articles
How AI reads companies.
Research
Structured tests on ChatGPT and Claude, with the prompts and results.
- AI Inherits Identity Late. It Corrects Fast. The Gap in Between Is the Risk.
· 8 min read
A case study testing whether AI describes companies accurately after a rebrand or merger, using generative engine optimization principles across four AI platforms.
Articles
How AI reads companies, and why definition comes before visibility.
- Your pipeline is dying before sales ever touches the lead
· 6 min read
Buyers ask AI about your company before they talk to you. If AI inherits an outdated identity from the market, the first impression is lost before sales gets a chance to correct it.
- Why Generative Engine Optimization Begins Too Late
· 5 min read
GEO assumes your identity is clear before it optimizes. For most scaling B2B SaaS companies, it is not. That is what generative engine optimization gets wrong.
- The visibility race has the wrong finish line
· 4 min read
More content does not create clarity. When marketing, HR and sales describe a company differently, AI resolves the conflict from the evidence, and accurate data can still lead to the wrong classification.
- Why AI visibility is not a visibility problem
· 3 min read
AI visibility often breaks down long before you notice. Learn how misclassification, semantic drift, and unstable definitions quietly distort how AI classifies scale-up B2B SaaS companies.
- Why AI systems misclassify scaling companies
· 2 min read
Why AI systems keep classifying scaling companies as the company they used to be, and how Semantic Identity Systems (SIS) from QIVO Global fix the drift.