Governing Enterprise AI Systems | Mani Deep Reddy Singireddy | AI in the New Era | July 2026

As AI systems become integral to enterprise operations, organizations need new approaches to evaluate reliability, governance, and trust. Traditional software testing methods are no longer sufficient for AI systems that operate in non-deterministic environments where identical inputs can produce multiple valid outcomes. In this session from AI in the New Era – July 2026, Mani Deep Reddy Singireddy, Senior Manager SDET at Equinox Holdings Inc., introduces the Scenario-Driven Behavioral Evaluation Framework (SBEF)—a structured methodology for governing enterprise AI systems through large-scale behavioral testing, simulation, and continuous monitoring. The session explores how enterprises can evaluate AI agents, Large Language Models (LLMs), and conversational AI systems using realistic interaction scenarios that uncover hallucinations, bias, policy violations, contextual inconsistencies, and performance degradation before they impact production environments. Key Topics Covered • Enterprise AI Governance • AI Testing & Validation • Scenario-Driven Behavioral Evaluation Framework (SBEF) • Large Language Model (LLM) Evaluation • AI Quality Engineering • AI Observability • AI Risk Management • Conversational AI Testing • AI Hallucination Detection • Bias Detection in AI • Policy Compliance Evaluation • AI Monitoring • Behavioral Analytics • AI Reliability Engineering • AI Performance Metrics What You'll Learn ✔ Why traditional software testing is insufficient for enterprise AI ✔ Designing scenario-driven behavioral evaluation strategies ✔ Detecting hallucinations, bias, and policy violations ✔ Measuring AI trust using behavioral metrics ✔ Implementing observability pipelines for AI systems ✔ Monitoring model drift and conversational performance ✔ Building accountable and resilient enterprise AI solutions About the Speaker Mani Deep Reddy Singireddy is a Senior Manager SDET at Equinox Holdings Inc., USA, with over 12 years of experience in software quality engineering, automation architecture, and enterprise-scale testing. His expertise spans AI-driven testing frameworks, cloud-native quality engineering, IoT validation, enterprise automation, and intelligent software quality assurance. He leads large-scale automation initiatives that improve software reliability and accelerate digital product delivery across global platforms. ________________________________________ About AI in the New Era AI in the New Era is a global virtual conference bringing together AI researchers, engineers, architects, technology leaders, and innovators to share practical knowledge and real-world AI implementations. Conference topics include: • Artificial Intelligence • Enterprise AI • AI Governance • Responsible AI • Generative AI • Machine Learning • Software Engineering • Cloud Computing • Digital Transformation 🌐 Website: https://aiinthenewera.com If you enjoyed this session: 👍 Like the video 💬 Leave a comment 📢 Share with your colleagues 🔔 Subscribe for more expert AI conference sessions.