# Observability

Gen AI Toolbox for Databases is an open-source tool aimed at helping developers build generative AI tools that interact with databases more easily, quickly, and securely. It simplifies the development and deployment process by handling complexities such as connection pools and authentication. The tool supports several databases, including AlloyDB, Cloud SQL, MySQL, and PostgreSQL, and provides end-to-end observability support, such as OpenTelemetry integration. It is suitable for applications that require efficient development and secure database access and is currently available for free as open source.

"Inferable is a platform focused on conversational AI agents for internal operations, designed to assist enterprises and teams in integrating internal systems, fragmented codebases, and one-off scripts. Through conversational agents, companies can decrease the time spent on developing internal tools, boosting work efficiency. The platform supports SDKs for various programming languages, including Node.js, Golang, and C#, with plans for expanding to more languages. At its core is a distributed message queue that ensures the scalability and reliability of AI automation. Additionally, Inferable offers a wealth of features such as distributed function orchestration, human-in-the-loop, code reuse, language support, local execution, observability, and structured outputs. It also includes a built-in ReAct agent capable of solving complex problems through step-by-step reasoning and invoking functions to address sub-problems. Completely open-source and supporting self-hosting, users can run it on their own infrastructure to maintain full control over their data and computations. Although pricing and specific positioning details are not explicitly stated on the page, the features and target audience indicate a focus on enterprise-level users, particularly those who need efficient internal operations and data privacy protection."

Edge Delta is an automated monitoring platform that uses AI/ML technology to automatically detect anomalies and issue alerts, eliminating the need for manual alert threshold settings or predictive monitoring conditions. The platform provides assisted troubleshooting features by aggregating log data, helping users quickly locate issues and affected resources. Edge Delta also supports PB-level log search, allowing users to store and search all data without sampling or filtering events to control costs. Additionally, Edge Delta has been recognized by Gartner as a Cool Vendor in Monitoring and Observability for 2023 and is SOC 2 Type 2 certified, capable of supporting sensitive, mission-critical information.

Observo.ai is an AI-powered observability tool that can help users reduce observation costs by over 50% while simultaneously accelerating troubleshooting speeds by 40%. It leverages artificial intelligence to automate the observation process, enabling smarter and deeper data optimization, faster deployments, and significant cost savings. Users can utilize Observo.ai for tasks such as data optimization and reduction, intelligent data routing, anomaly detection, building searchable and cost-effective data lakes, data enrichment, and sensitive data discovery. Observo.ai also integrates with over 40 data sources and destinations, providing users with control and flexibility over their observability data.

LLMonitor is a platform that provides observability, analysis, and testing for LLM (Large Language Model) applications. It can record LLM call logs, metrics, and traces, support conversational evaluations and chat record playback, helping optimize the performance and cost control of AI applications. LLMonitor offers features like log monitoring, performance analysis, error tracking, user conversation recording, and user feedback collection. It is suitable for various AI development scenarios, including agents and chatbots.

Autoblocks is a collaborative cloud workspace built specifically for product teams to rapidly iterate on GenAI products. It provides all the tools from prototyping to production, including prompt management, observability, continuous evaluation, and fine-tuning. Autoblocks can help you quickly test changes to your application pipeline, track user interactions, evaluate user outcomes, and provide visualizations and in-depth understanding of your data. Autoblocks supports all technology stacks and has enterprise-grade LLMOps capabilities, including scalable data ingestion and search, powerful collaboration features, AI expert support, and security and privacy protection.

Middleware is a cloud-native monitoring platform that provides complete application and infrastructure observability, enabling you to monitor and diagnose issues at scale. It offers features like infrastructure monitoring, log monitoring, application performance monitoring, database monitoring, synthetic monitoring, serverless monitoring, container monitoring, and real-time user monitoring. Using Middleware, you can easily identify, understand, and resolve issues within your cloud infrastructure.

INTELLIZE is an AI-first observability platform that allows you to easily search logs, create dashboards, and set up natural language alerts. It leverages advanced artificial intelligence technology to help users better monitor and analyze system performance, leading to increased productivity and efficiency. INTELLIZE's pricing is customized based on user needs and is suitable for businesses of all sizes and types.

As an AI-driven SQL analysis tool, Datascale provides observability and an SQL catalog to facilitate data usage. It organizes analytical workflows and data knowledge, enabling metadata management. The product assists users in comprehensively understanding complex data relationships through automated SQL lineage analysis, thereby increasing the efficiency of data work.

Censius is an AI observability and model monitoring platform that helps teams understand, analyze, and improve the performance of AI models in real-world applications. It provides real-time monitoring, alert notifications, data visualization, and performance analysis features. Censius helps users track model accuracy, stability, and effectiveness, enhancing model reliability and explainability. Censius' pricing is based on usage and feature packages, offering flexible choices. Censius is suitable for various AI application scenarios, including image recognition, natural language processing, and predictive analysis.