Company
Tonic
Sample prompts where it appears
Are there any A/B testing platforms that work with offline evaluation sets for search ranking changes?
Brands:Microsoft Recommenders,Recbole,Evidently,Pyterrier,Open Bandit Pipeline
Are there any synthetic test data generators that handle PII-safe datasets for regression testing LLM apps?
Brands:Faker,Mockaroo,Tonic,Mostly,Gretel
Are there any code modernization tools that handle enterprise security requirements during language conversion?
Brands:Openrewrite,Aws Microservice Extractor,Aws Transform,Ibm Cloud Pak,Ibm Application Modernization Services
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How did Obsurfable measure this?
Obsurfable records AI answers to buyer-style prompts in its research corpus (3 observations for this page). Metrics are distributions over observations, not a single static ranking.
Which AI systems does Obsurfable collect answers from?
OpenAI, ChatGPT, Google, Gemini, Google AI Mode, Anthropic, Claude, Perplexity, Grok, DeepSeek, Mistral, Copilot, and Meta AI.