
12 Best LLM Observability Tools for 2026
Compare the 12 best LLM observability tools for 2026 across tracing, evals, gateways, & autonomous action. Honest strengths, limits, & who each fits.
Sedai now optimizes AI agents!
Read the newsIn environments where applications are not suitable for microservices architectures, rightsizing and in particular vertical scaling becomes a critical strategy to achieve cost-effective operations while meeting performance requirements.
In environments where applications are not suitable for microservices architectures, rightsizing and in particular vertical scaling becomes a critical strategy to achieve cost-effective operations while meeting performance requirements.
By assessing the success or failure of customer interactions, Failed Customer Interactions (FCIs) offer a way to evaluate the performance and effectiveness of a system. The article aims to demystify FCIs by examining their definition, measurement techniques, and their crucial role in achieving operational excellence. Furthermore, it explores how Sedai enhances the ability to drive down FCIs.
Learn about five key differences between autonomous and traditional automated systems. These include 1. Intelligent Decision-Making, 2. Dynamic Adaptability and Context-Awareness, 3. Self-Correcting Capability, 4. Complexity and 5. Scalability and Limited Human Oversight.
KnowBe4's autonomous journey has led to 98% of their Amazon. ECS and Lambda services running autonomously, with a 27% cost reduction and over 1,100 autonomous actions in the past 3 months. KnowBe4 fhad aced an optimization challenge with their Amazon Elastic Container Service (ECS) services, leading them to adopt Sedai's autonomous optimization to reduce toil for engineers and improve efficiency. KnowBe4 implemented a three-part approach (Crawl, Walk, Run) to gradually adopt autonomous optimization, resulting in significant cost savings and performance gains.
In the ever-evolving world of cloud computing, staying ahead of the curve is essential for organizations to effectively manage cost and performance. The next generation of monitoring and optimization tactics have emerged, offering promising solutions to address these challenges. Today, we have the privilege of gaining insights from Sumesh Vadassery, Senior Director leading the platform engineering at PayPal, who sheds light on how PayPal manages cloud scaling to deliver the best customer experience while balancing cost and performance.
Now, how does an automated system differ from an autonomous system?. If Tesla were to provide alerts for every left and right turn and you, as the driver, make those turns based on the alerts, that would be an automated system. In this case, the responsibility is shifted to the driver rather than relying solely on the machines.
To optimize AWS ECS costs, focus on workload optimization by right-sizing resources, configuring efficient infrastructure with the appropriate instance types and mix, and making strategic purchasing decisions such as leveraging Savings Plans or Reserved Instances.
Throughout this blog, I'll make sure to provide you with concise and informative insights. We will uncover the reasons behind the development of Lambda Extensions, understanding what drove its creation. We will then take a closer look at what these extensions actually are, giving you a clear overview of their functionality. Moreover, we will cover the wide range of use cases they can address, showcasing their versatility. Lastly, I'll guide you through the process of getting started with Extensions, ensuring you have the necessary tools to explore this feature on your own. So, let's start discovering more about Lambda Extensions