AI adoption outpaces operational readiness as enterprise complexity rises, Dyntrace report finds
Indian organisations are struggling to keep pace with the operational complexity created by expanding AI deployments, with gaps in visibility, data management and infrastructure adding to the challenge, according to Dynatrace’s State of Observability 2026 report.
The report found that 53% of Indian organisations identify the expansion of artificial intelligence, large language models (LLMs) and agentic workloads as a leading source of technology complexity, up nine percentage points from the previous year. Unpredictable AI behaviour was cited by 50% of respondents, while 51% pointed to the growing complexity of technology environments.
Visibility into AI-driven operations remains another concern. Globally, although 43% of organisations consider understanding how AI agents reach decisions important, only 27% currently have visibility into those decisions. While 87% are using AI agents moderately or extensively in observability and IT operations, only 12% have achieved fully autonomous operations. Humans continue to verify an average of 66% of AI-powered...
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