Why Choose Autoptic?

Code. Pipelines. Tickets. Flags. Configs. Settings. Traffic. Vendors. Systems. Storage. Infrastructure. The list of modern change elements, internal vs external, intentional vs unintentional, planned vs unforeseen, is massive. With AI now producing 50% of production code, and deployment frequencies increasing 2x+, change is accelerating. Change is what we live for at Autoptic. Understanding, modeling, predicting, assessing, detecting, synthesizing, and more. Bring on the dynamic sea swells of change. Autoptic is here to help you navigate them.

We believe that in 2026 the time is ripe to push beyond reliability (the foundation of SRE). We see resilience as much more than stable. It's flexible, malleable, bendable, sustainable, adaptable, repairable. We're also advocates of Nassim Nicholas Taleb's approach to Anti-Fragile systems. We yearn for the DevOps journey to be one where change is the enabler of strength. Where risk modeling, intelligent systems design, resilience engineering, great AI, wise people, and more come together in service of steadfast software environments.

From the first moments of deep 2025 original development work, Autoptic CTO & Co-Founder Peco Karayanev has pushed the boundaries on AI. A passionate open source advocate, Peco doubled-down on local LLMs, realizing that several models offered the power and potential for exceptional results and predictable costs. Now, in 2026, Autoptic is committed to tying in and managing the best of proprietary and open source models, wherever it makes the most sense to run them. With Autoptic Open Agent Orchestration, the potential and possibilities are massive. Yet, per below, we also believe that inference is just one piece of the equation.

While AI inference is reaching new heights on a weekly basis here in 2026, our time & motion studies, coupled with our qualitative experiments and customer feedback, shows that a combination of inference and deterministic techniques is a winner. With signal-conditioning algorithms, powered by a highly efficient and easy to operate DSL (Autoptic PQL), you are able to use mathematically consistent designs to ensure that critical calculations (e.g. complex, high cardinality billing models) and 100% accurate, every time. Further, modern, streamlined scripts can often run significantly faster than inference models, ensuring that critical intelligent detections and storybooks are available urgently.

Autoptic takes a federated approach to data aggregation as needed. Capable of quickly gathering tens of thousands of items (metrics, patterns, related series, etc.), across numerous DevOps tools (issues, CI/CD, flags, repos, monitoring, observability, etc. ), directly via API end points and MCP interfaces, Autoptic takes a precise approach to accessing what's needed, when it's needed. Scheduled, triggered, or on-demand, Autoptic goes to all of the places you require. And, with patentable compression and normalization, Autoptic ensures that your data is available for token and time-efficient inference.  

Dynamic Outlier Detection identifies meaningful signals within complex telemetry. Rather than relying on static thresholds, Autoptic surfaces statistical outliers and critical patterns by ranking what matters. Detection combines relative scale with evidence of recent changes, separates localized spikes from fleet-aligned movements, and pairs notable shifts with baseline context, delivering concise, scannable Briefs suitable for action and follow-up. This means: no more guesswork in setting alert thresholds; fewer false positives and missed signals; earlier detection of subtle production risks; and additional confidence via a new layer of watchfulness

Delivering proactive notifications that arrive at the right place, at the right time, with exactly the right amount of information is incredibly hard. The monitoring, observability, and incident management landscape of vendors is full of failed attempts. We humbly, yet confidently, think we're on to something special with Autoptic Briefs. With sophisticated controls built into the Agents, Skills, Tools, and Sources that power the Briefs—coupled with the expanding power and precision of inference—we attest that Autoptic Briefs could be exactly what your team needs to enter a new era of welcome, noise-free, actionable signals.

Autoptic software, including AI language models, is deployable into your virtual private cloud (VPC) environment. Our Bring Your Own Cloud (BYOC) approach is built from the ground up to be managed by you and your team, ensuring security, control, and cost predictability. Of course, Autoptic can be hosted for you as well. But in 2026, the majority of customers are choosing a BYOC approach. It's an exciting moment.

At Autoptic, we have priced our software and services in the way that we like to buy things: simple, aligned, and predictable. When deployed in a BYOC environment, we have no variable costs or overage fees. No per seat licenses. No token costs. No bundles nor upsells nor bolt-ons. We'd love to share how it works with you. Please contact us to learn more.

DevOps Change Resilience is hard. Even with exceptional software, intelligent data aggregation and normalization, brilliant people, and streamlined processes, the journey to ensure operational excellence while accelerating multiple change forms presents a multitude of challenges. That's why we approach our customer relationships as partnerships. We bring people, experiences, guidance, strategy, design, recommendations, coaching, and more. We also leverage a network of services partners to help you at critical steps of the journey. Visit our Services section to learn more about how we can help.

We believe that building a capital-efficient AI company in 2026 isn’t just viable—it might actually be the most powerful way to create an enduring business. Our approach rests on three ideas:
1. Small Teams Can Do Mighty Work (emphasized by Brook's Law and the Ringelmann Effect);

2. Capital Efficiency Benefits Customers (allowing for greater flexibility in pricing, product direction, and long-term thinking);

3. Free Cash Flow = Freedom (including the freedom to invest where the market demands; the freedom to prioritize customer needs over investor narratives, and the freedom to build a culture that values sustainability and craftsmanship). Read our launch press release to learn more.