Report · from New Relic
2026 AI IMPACT REPORT
Modern engineering teams are drowning in a sea of telemetry, spending 33% of their time firefighting rather than innovating. This comprehensive report analyzes data from 6.6 million active users to reveal how

- Format
- Report
- Published by
- New Relic
- Category
- AI & Automation
- Added
- 29 May 2026
About this report
Modern engineering teams are drowning in a sea of telemetry, spending 33% of their time firefighting rather than innovating. This comprehensive report analyzes data from 6.6 million active users to reveal how AI-strengthened observability transforms operational "noise" into a competitive advantage for the high-velocity software development lifecycle.
By downloading this report, you will gain critical insights into:
- Accelerated Resolution Velocity: Discover how AI-enabled accounts resolve issues 25% faster on average, cutting Mean Time to Close (MTTC) by nearly 24 minutes during peak periods.
- The 2X Correlation Advantage: Learn how advanced AIOps methodologies group repetitive errors into single, actionable incidents, effectively halving the "noisy-alert" rate.
- The 5X Deployment Multiplier: Understand the "Innovation Dividend" that allows AI-empowered teams to achieve up to 453 deployments per day by reclaiming cognitive surplus from manual triage.
- Operational Hierarchy Optimization: Explore the structural differences in how top-performing teams use AI to transition from raw alerts to strategic escalations with high-context root cause analysis.
Listen or skim
Summaries are generated from this page’s text. Read the full piece for the detail.
More from New Relic
All 2 →Elsewhere in AI & Automation
See the category →
Uncovering the Real Business Value of AI with SoftwareOne and AWS
AI has the power to drive business transformation — but without clean data foundations, automation, and responsible governance, many organisations struggle to move beyond experimentation.

Solving the productivity imperative: The new AI-powered document workflow
Document workflows are slow and complex, but Acrobat Studio makes them faster and smarter with new AI-powered tools. It helps reduce repetitive work, streamline reviews, and turn documents into actionable insights. And

Unlock Business Productivity with AI-Powered Workflows
To compete at the edge of innovation, modern teams need fast, intelligent tools that help them maximize the value of their business-critical data and create assets faster.

