●builderYou can evaluate Pangram as a drop-in detection layer if your product needs to flag AI-generated or AI-assisted content with low false positive risk.
●researcherThe fine-tuned LLM classification approach and internal representation analysis offer a concrete architecture reference for AI detection research.
●policyLow false positive rates and AI-assistance differentiation matter directly for academic integrity and content authenticity enforcement use cases.