Case Studies

AI Representation Case Studies

Technical and applied studies of AI representation, evidence quality, measurement, and answer alignment.

  • 3 case studies
  • Updated July 2026
  • 5-16 min reads

Case Studies list

Case Study

How Kojable Made DataForSEO LLM Mentions Production-Safe

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
View case study
Case Study

Stripe TVR 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
View case study
Case Study

Colosseum Hackathon Visibility 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
View case study

Continue reading

Related resources