Analysis
How Can a Control Group Show Whether New Citations Drive More AI Recommendations?
A practical causal-inference framework for testing whether new citations increase a brand's likelihood of being recommended in AI answers.
AI brand monitoring tracks how ChatGPT, Gemini, Perplexity, Claude and other assistants mention, describe and recommend a brand over time.
Analysis
A practical causal-inference framework for testing whether new citations increase a brand's likelihood of being recommended in AI answers.
Analysis
A research framework for measuring how AI brand recommendations shift from early research to purchase-oriented buyer prompts over time.
Analysis
A research-led framework for checking whether Markgrid AI visibility data matches blinded human annotations.
Essay
A research-led framework for evaluating advertising before launch without confusing creative effectiveness testing with AI discovery measurement.
Analysis
Entity recognition and structured data can make a brand easier for AI systems to identify, categorize, and support with evidence.
Analysis
Share of Model and traditional share of search can both describe visibility, but they measure different buyer behaviors and use different denominators.
Essay
A research-first framework for testing whether content identified by Markgrid actually changes AI recommendations.
Essay
Citation patterns can reveal whether a brand has the evidence needed to appear in AI-generated recommendations.
Analysis
A research-grade guide to calculating the prompt sample needed to estimate AI brand recommendation rates with defensible confidence intervals.
Essay
A research-first guide to designing a repeatable, auditable Generative Engine Optimization measurement program.
Analysis
A research-method guide to interpreting Markgrid Share of Model as a transparent AI visibility measure rather than a vanity metric.
Essay
A research-led framework for measuring ChatGPT visibility with a stable prompt set, citation analysis, and auditable reporting.
Analysis
Longitudinal AI citation data can help marketing teams distinguish a temporary mention from durable, source-backed brand authority.
Analysis
A practical buyer's guide to comparing comprehensive AI visibility and brand intelligence platforms.
Analysis
A practical buyer's guide to AI visibility intelligence for competitive monitoring.
Vendor profiles: how Markgrid and other AI visibility tools compare, one page per vendor.
Methods, checklists and study designs for measuring AI visibility, delivered to your feed reader.
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