Tackle Today's DevOps, SRE, & Platform Team Challenges Head-On
Solutions driven by Autoptic include:
Quickly Detect Latent and Lurking Production Problems
In a world of AI-coding practices, production incidents are up 23.5% in 2026 (source: Cortex). Autoptic DevOps Change Resilience helps you avoid major production incidents, including performance degradations, brownouts, specific microservice challenges, and full-blown outages. Across internal and external change event types, including PRs, configurations, vendor updates, and traffic changes, Autoptic identifies meaningful signals of volatility across broad datasets, leveraging change-correlated outliers rather than static thresholds.
Autoptic aggregates, compresses, and analyzes telemetry streams using a combination of AI inference and a series of deterministic, signal-conditioning algorithms. With AI code generating 1.7x more issues than human-only code in 2026 (source: CodeRabbit), Autoptic informs you of latent problems early, clearly, and intelligently, enabling you to avoid production incidents that cost the average large enterprise $1.4M per hour in 2026 (source: BigPanda).
Orchestrate Open AI Agents Across LLMs
With 42% of production code fueled by AI (source: Sonar) and pull requests per author up 20% (source: Cortex) in 2026, the pressure is on DevOps Engineers, SREs, and Platform Engineer. Autoptic provides a flexible harness that enables teams to centralize and manage intelligent AI Agents, Skills, and Tools across their environments and cross-system workflows.
At the same time, industry data from Gartner and others point to the stark current reality: 80%+ of AI engineering initiatives are estimated to be 25%+ over budget. With Autoptic, teams are not locked into a single model or LLM provider. Instead, they can design, deliver, and manage AI workflows that align with their architecture, security posture (including SSO), operational preferences, and token-cost appetite, inclusive of using open source (OSS) models running locally within a virtual private cloud (VPC).
Keep Observability System Costs in Budget
Today's infrastructure, management, observability, and other tools are exceptional. Autoptic customers love their Datadog, Grafana, Dynatrace, Splunk, and other systems. So do we. At the same time, modern observability tools often have significant cost variability, using tokens, dashboards, API calls, and other units to drive overages and hard to track financial variance. According to industry anecdotes, some companies are finding that their observability tool bills regularly spawn 20%+, unbudgeted, overage fees.
With Autoptic, you can run change resilience agents to financially model and monitor your core observability tools. A modern, streamlined, and integrated FinOps approach ensures that key members of your team become immediately aware of any potentially costly situations or events—before the variable fee bills stack up. Love your observability tools. And keep their costs within budget with Autoptic.
Drive DevOps Speed and Positive Team Behaviors
Autoptic equips you to tackle the #1 reported modern problem for developers (finding information, per the Atlassian 2025 DevEx Report). With Autoptic, your entire software team, across roles, has access to change resilience agents within their development tools (e.g. Claude), collaboration systems (e.g. Slack), and engineering portal(s), enabling proactive Agent initiation, seamless Brief updates, and ongoing confirmatory verification.
Further, via collaborative Investigations, Autoptic facilitates collective approaches to behavioral analyses, triage, and resolution. And, with Autoptic-powered systems and processes, you can spot and reward engineering teams that deliver increased software changes, lower CFRs, faster MTTDs, and quicker MTTRs. Autoptic can link to your DORA and SPACE metrics, ensuring better satisfaction, performance, and efficiency and more—for your entire team.
Seamless Integration with Your DevOps Toolkit
Autoptic bridges developer portals, CI/CD pipelines, monitoring tools, ITSM applications, issue management environments, repositories, feature flag systems, and more, creating cohesive change resilience workflows for engineering teams. By providing consolidated and actionable answers, Autoptic enhances deployment strategies, improves system health, and empowers teams to operate more robust, change-tolerant software systems. Today, Autoptic is integrated with 15+ DevOps applications including Datadog, Grafana, GitHub, GitLab, and JIRA. Visit our Software section to learn more.