AI observability gains ground in India as enterprises focus on cost control and security: Splunk

Indian enterprises are strengthening their ability to monitor artificial intelligence (AI) systems, with a growing focus on controlling costs, improving security, and ensuring reliable performance as agentic AI adoption expands, according to Cisco’s Splunk State of Observability 2026: Restoring Predictability in the AI Era report.

Based on a survey of 2,050 IT operations and engineering professionals across 10 countries, the report examines how organisations are adapting observability practices to manage AI workloads, assess agent performance and maintain visibility into security risks and operational spending.

Globally, 87% of respondents said monitoring AI was a priority for their organisation, compared with 85% in India. However, measuring AI performance remains a challenge. Worldwide, 56% of respondents reported difficulty measuring metrics such as large language model (LLM) response quality, compared with 46% in India.

Indian organisations also reported progress in identifying AI-generated inaccuracies. Although 87% of Indian respondents considered visibility into AI hallucinations important,...

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