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Emerging AI software represents innovative, AI-first solutions that extend beyond traditional AI classifications and existing G2 categories. These products leverage advanced generative AI, agentic AI capabilities, machine learning (ML), deep learning, and related technologies to address novel challenges and create unique user experiences.

Emerging AI software is widely applied across industries and drives digital transformation through real-time data analytics, predictive modeling, and automated decision-making. These tools often integrate with technologies like conversational intelligence software, natural language processing (NLP) software, and computer vision to enhance their impact.

To qualify for inclusion in the Emerging AI category, a product must: