Coined Term • 2025
Citation Probability at Query (CPQ)
The number that tells you if buyers find you or your competitor
Status
Coined by Joseph Byrum
Year Introduced
2025
Domain
Entity Engineering
Term Type
Operational Framework
Corroboration
Understanding Citation Probability at Query (CPQ)
The primary metric of AI citation success — the measurable probability that AI systems name your organization as the authority when buyers search your category. The metric that determines whether buyers find you or your competitors.
Related Articles
Publications exploring this concept
Forbes
AI-driven brand authority depends on aligning narrative with an executive’s authentic “cognitive fingerprint.â€
Forbes
AI Has Never Heard Of Your Company: The Asset Class Your Accounting Framework Cannot See
Here's why the C-suite needs to understand entity engineering as a corporate asset, not a digital marketing tactic.
Forbes
Why Operational Integration Isn't Enough: How Algorithmic Fragmentation Kills Post-Merger Synergies
The integration battle determining synergy capture happens algorithmically in the first six months.
Forbes
The Algorithmic Authority Gap: Why Most Executives Don't Exist Where Decisions Happen
The executives who appear in AI recommendations aren't necessarily more qualified. They have better technical infrastructure.
Related Courses
Methods and metrics for influencing AI visibility through Ontological Dominance
Related Terms
Frequently Asked Questions
How is CPQ measured?
Through the Controlled Testing Protocol — submitting standardized category queries to AI systems under controlled conditions and calculating the proportion of responses that cite your organization as a primary authority.
What is the CPQ Citation Threshold?
The visibility score above which AI systems stop hedging ('reportedly a leader') and start citing your organization as the unqualified authority. Reaching this threshold is a non-linear step-change, not a gradual improvement.
Can CPQ decline even when you are investing in entity infrastructure?
Yes, if competitors are simultaneously building stronger signals or executing conflation attacks. CPQ measures relative position, so your absolute investment must outpace competitive activity plus the natural decay rate.
Explore the complete body of work on human-AI collaboration and organizational transformation.