Case Study
An engineering case study on how Kojable handled market availability, sparse AI data, relevance filtering, provider costs, partial failures and citation confidence in its DataForSEO LLM Mentions integration.
Answers: How can DataForSEO LLM Mentions data be made reliable, cost-controlled and honest enough for production AI visibility monitoring?
DataForSEO
AI Visibility Engineering
16 min read
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Case Study
How Target Visibility Rate measures whether a company appears when relevant buyers ask high-intent questions across AI systems.
Answers: Do we show up when our ideal buyer asks an AI?
TVR
Finance Personas
6 min read
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Case Study
How real user questions revealed substantial differences in company representation across Claude, Gemini, ChatGPT, and Perplexity.
Answers: Does our brand visibility change across different AI models?
Multi-Model Visibility
AI Search
5 min read
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