Beyond Guesswork: Appier Research Teaches AI to Recognize Its Limits and Choose the Right Reasoning Approach

Enabling AI to identify information gaps and choose the right reasoning language for more reliable enterprise Agentic AI SINGAPORE , Sept. 8, 2026 /PRNewswire/ -- Appier (TSE: 4180), an AI-native company delivering Agentic AI as a Service (AaaS), continues to advance AI innovation and research while expanding the frontiers of marketing and advertising technology. As Agentic AI becomes increasingly embedded in core enterprise operations, Appier's AI Research team has published two papers examining how large language models (LLMs) can recognize when retrieved information does not support a valid