Alternatives to bitdrift
Compare bitdrift alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to bitdrift in 2026. Compare features, ratings, user reviews, pricing, and more from bitdrift competitors and alternatives in order to make an informed decision for your business.
-
1
Grafana Cloud
Grafana Labs
Grafana Labs delivers the leading AI-powered observability platform, built around Grafana—the world’s most widely adopted open source technology for dashboards and visualization. Recognized as a Leader in the 2026 Gartner® Magic Quadrant™ for Observability Platforms (3x) and furthest in Completeness of Vision (2025, 2026), Grafana Labs supports more than 25 million users and thousands of organizations, from startups to the Fortune 500. Grafana Cloud is the open observability cloud, built on open source, open standards, and open ecosystems. Powered by the LGTM stack—Grafana (visualization), Mimir (metrics), Loki (logs) & Tempo (traces)—it unifies telemetry in one platform for full-stack visibility across applications, infrastructure, and digital experiences. With the AI-powered Grafana Assistant and Adaptive Telemetry suite, teams detect and resolve issues faster, reduce wasteful telemetry spend, and gain real-time insights to ensure reliability. Native OTel support and 100s of integrations mean you can plug in existing tools & data sources. -
2
Red Canary
Red Canary
EDR is a 24/7 job. But it doesn't have to be yours. Implementing EDR is one of the most effective ways to strengthen your security posture. As with any enterprise platform, turning a tool into a capability can be difficult and time consuming. Red Canary gives you industry-leading technology backed by an expert team that has run hundreds of EDR instances for years. We’ll work alongside your team to unlock immediate value. Many EDR providers have SaaS offerings, but most come with data collection caveats to protect their resources. Red Canary provides full visibility EDR with zero on-premise deployment and long-term storage. A lot happens on your endpoints. Collecting, indexing, and storing high-volume telemetry requires significant hardware and software resources. Whether your EDR is on-premise or in the cloud, Red Canary gives you unlimited long-term telemetry storage with easy access when you need it. -
3
Google Cloud Observability
Google
Google Cloud Observability offers a set of powerful services that help you monitor and understand the behavior, health, and performance of your applications. By analyzing telemetry data, including metrics, logs, and traces, the platform helps you identify and respond to issues quickly, improving application reliability and availability. Google Cloud's observability tools provide in-depth analytics and insights to ensure your applications perform optimally, offering proactive issue detection, troubleshooting, and debugging capabilities. Whether you're managing cloud services or third-party applications, Google Cloud's observability features enable you to maintain a comprehensive view of your systems. -
4
TelemetryHub
TelemetryHub by Scout APM
Built on the open-source framework OpenTelemetry, TelemetryHub is the ultimate application monitoring tool with correlated logs and metrics. TelemetryHub provides a single pane of glass for all logs, metrics, and tracing data. A Simple, out-of-the-box observability tool that visualizes all your system telemetry data in a consumable format with no proprietary agent that results in vendor lock-in.Starting Price: Free -
5
Golf
Golf
GolfMCP is an open source framework designed to streamline the creation and deployment of production-ready Model Context Protocol (MCP) servers, enabling organizations to build secure, scalable AI-agent infrastructure without worrying about boilerplate. It allows developers to define tools, prompts, and resources as simple Python files, after which Golf handles routing, authentication, telemetry, and observability, so you focus on logic, not plumbing. The platform supports enterprise authentication (JWT, OAuth Server, API key), automatic telemetry, and a file-based structure that eliminates decorators or manual schema wiring. With built-in utilities for LLM interactions, error logging, OpenTelemetry integration, and deployment tools (such as a CLI with golf init, golf build dev, golf run), Golf provides a full stack for agent-native services. Included also is the Golf Firewall, an enterprise-grade security layer for MCP servers that enforces token validation.Starting Price: Free -
6
Randoli
Randoli
Randoli is an OpenTelemetry-native observability and cost management platform for Kubernetes, multicloud, hybrid, and AI/ML workloads. It brings infrastructure health, application performance, logs, metrics, traces, incidents, and cloud costs into one control plane, helping teams replace fragmented tools with a correlated view of system behavior. Its federated architecture separates the control plane from the data plane, analyzes telemetry locally, extracts relevant signals, and retrieves data on demand during investigations, reducing ingestion and egress while supporting data sovereignty. Randoli monitors clusters, nodes, pods, workloads, services, dependencies, latency, errors, throughput, and resource usage across AWS, Azure, Google Cloud, OpenShift, and on-premises environments. OpenTelemetry and eBPF provide automatic, low-overhead instrumentation, filtering, enriched telemetry, and real-time signal correlation.Starting Price: $0.04 per hour -
7
Uxcam
uxcam
UXCam is the market leader in app experience analytics, empowering mobile teams with fast, contextual and high-fidelity insights. UXCam is the market leader in app experience analytics, empowering mobile teams with fast, contextual and high-fidelity insights. Record, analyze and share sessions and events to uncover app usage patterns. Discover the "why" behind user behavior. Go from quantitative app metrics to qualitative insights. Replay sessions with custom events. Set up event-based funnels and zoom in on funnel segments. Get a complete overview of how users engage with and navigate through your app. Identify drop-off points and screens suffering from UX issues. Identify and fix design bottlenecks within your app. Uncover how users behave on every screen. Continuously improve UX to reduce churn and improve retention. Identify and resolve app crashes, bugs and UI freezes. Export technical logs and share impacted sessions with other teams to ensure smooth release cycles. -
8
Dot Browser
Dot HQ
The browser with privacy at heart. Dot Browser is a privacy-conscious web browser with smarts built-in for protection against trackers and advertisements online. Your data is constantly being sold through large advertisement networks that track what sites you like to visit online. We never send telemetry or crash reports without your consent. Browse our library of thousands of themes and extensions to get Dot just how you like it. We will offer to mask your email address when you sign up for sites or services. Dot is built on top of open-source software meaning the source code is open to anyone. Dot can migrate all your data from your previous browser in just a few clicks. Dot Browser has Dot Shield, which protects you from nasty ads and trackers. We chose Gecko due to its position as the best competitor to Chromium, and because it’s developed by Mozilla, who are best known for their privacy efforts in the community.Starting Price: Free -
9
Lanes
Lanes
Lanes is a local-first desktop application designed to help developers manage and interact with AI coding agents in a private, secure environment where all work remains on the user’s machine. It operates on the principle that sensitive development data, such as source code, terminal activity, prompts, AI responses, and project configurations, should never leave the local device, ensuring full confidentiality and control. It integrates with third-party AI coding agents and CLI tools like Codex, Claude Code, or Gemini CLI, but does not act as an intermediary; instead, all communication occurs directly between the user’s machine and those services. This architecture allows developers to use powerful AI tools while maintaining strict data privacy and ownership. Lanes supports account management through simple authentication and collects only minimal, anonymous telemetry data, such as feature usage patterns, session duration, and crash reports, to improve performance. -
10
Scalable visibility and security analytics across your business. Outsmart emerging threats in your digital business with industry-leading machine learning and behavioral modeling provided by Secure Network Analytics (formerly Stealthwatch). Know who is on the network and what they are doing using telemetry from your network infrastructure. Detect advanced threats and respond to them quickly. Protect critical data with smarter network segmentation. And do it all with an agentless solution that grows with your business. Detect attacks across the dynamic network with high-fidelity alerts enriched with context such as user, device, location, timestamp, and application. Analyze encrypted traffic for threats and compliance, without decryption. Quickly detect unknown malware, insider threats like data exfiltration, policy violations, and other sophisticated attacks using advanced analytics. Store telemetry data for long periods for forensic analysis.
-
11
OpenTelemetry
OpenTelemetry
High-quality, ubiquitous, and portable telemetry to enable effective observability. OpenTelemetry is a collection of tools, APIs, and SDKs. Use it to instrument, generate, collect, and export telemetry data (metrics, logs, and traces) to help you analyze your software’s performance and behavior. OpenTelemetry is generally available across several languages and is suitable for use. Create and collect telemetry data from your services and software, then forward them to a variety of analysis tools. OpenTelemetry integrates with popular libraries and frameworks such as Spring, ASP.NET Core, Express, Quarkus, and more! Installation and integration can be as simple as a few lines of code. 100% Free and Open Source, OpenTelemetry is adopted and supported by industry leaders in the observability space. -
12
TraceRoot.AI
TraceRoot.AI
TraceRoot.AI is an open source, AI-native observability and debugging platform designed to help engineering teams resolve production issues faster. It consolidates telemetry into a single correlated execution tree that provides causal context for failures. AI agents operate over this structured view to summarize issues, pinpoint likely root causes, and even suggest actionable fixes or draft GitHub issues and pull requests. It offers interactive trace exploration with zoomable log clusters, span and latency views, and code-linked insights. Lightweight SDKs for Python and TypeScript enable seamless instrumentation using OpenTelemetry, with support for both self-hosted and cloud deployment. Human-in-the-loop interaction is central: developers can guide reasoning by selecting relevant spans or logs, then verify agent reasoning through traceable context.Starting Price: $49 per month -
13
Dash0
Dash0
Dash0 is an OpenTelemetry-native observability platform for developers and SRE teams. Metrics, logs, traces, and resources sit in one place, linked by OpenTelemetry semantic conventions, so you move from a slow trace to the logs around it without switching tools. Telemetry arrives over OTLP. No proprietary agent, nothing to re-instrument, and your data stays portable. Dash0 ingests Prometheus metrics alongside OpenTelemetry, supports PromQL, and imports existing Prometheus alerting rules and Grafana dashboards. A Kubernetes operator handles collection across clusters. Dashboards are built on Perses and defined as code, so they live in Git alongside your infrastructure. Log AI infers severity, extracts patterns, and groups records, making unstructured third-party logs searchable. Trace triage uses the SIFT framework to narrow a failing request toward a cause. Spend is visible in-product: see which services and log volumes drive cost, and cut them at the source.Starting Price: $0.00 per month -
14
Riverbed IQ
Riverbed
When organizations invest in an observability platform that unifies data, insights, and actions across IT, they can resolve problems faster, and eliminate data silos, resource-intensive war rooms, and alert fatigue. Riverbed IQ unified observability enables fast, effective decision-making across business and IT, codifying expert troubleshooting knowledge so junior staff can achieve more first-level resolutions, facilitating digital innovation, and continuously improving the digital experience for customers and employees. Broad-based telemetry brings together a unified view of performance and insights, which is the foundation of unified observability upon which all other capabilities are delivered. Riverbed IQ's approach to unified observability begins with our full-fidelity telemetry – across the network and infrastructure and including end-user experience metrics. -
15
OpsWorker
OpsWorker AI
Resolve production incidents and development issues with AI that understands your code, infrastructure, and telemetry — reducing MTTR by up to 80% and boosting engineering productivity by 50%. OpsWorker helps Software Developers, SREs, and DevOps Engineers reduce MTTR, resolve complex development issues, and manage high-incident environments. Through intelligent incident correlation, code-aware troubleshooting, and deep integration into your technical ecosystem, OpsWorker delivers actionable insights and autonomous remediation — ensuring resilient, high-performance operations across Kubernetes and Cloud workloads. Built as an AI SRE platform for modern AIOps, OpsWorker leverages AI Observability to analyze incidents across distributed systems, correlate signals from metrics, logs, traces, and deployments, and surface the most probable root cause within minutes. Designed with an EU-first approach, OpsWorker prioritizes data sovereignty and enterprise-grade security while enabling -
16
AWS DevOps Agent
Amazon
AWS DevOps Agent is a software from Amazon Web Services (AWS) designed to act as an autonomous, always-on operations engineer that resolves and proactively prevents incidents across your infrastructure, applications, and deployments. It automatically learns your application resources and their relationships, including infrastructure, code repositories, deployment pipelines, observability tools, and telemetry, then uses that knowledge to correlate logs, metrics, traces, deployment data, and recent code changes. When an alert, error spike, or support ticket arises, DevOps Agent immediately begins automated investigation; it triages incidents 24/7, runs root-cause analysis, and proposes detailed mitigation plans which can be automatically routed through team workflows (e.g., via Slack, ServiceNow, PagerDuty) or directly create support cases with AWS. -
17
Bindplane
observIQ
Bindplane is a powerful telemetry pipeline solution built on OpenTelemetry, enabling organizations to collect, process, and route critical data across cloud-native environments. By unifying the process of gathering metrics, logs, traces, and profiles, Bindplane simplifies observability and optimizes resource management. The platform allows teams to centrally manage OpenTelemetry Collectors across various environments, including Linux, Windows, Kubernetes, and legacy systems. With Bindplane, organizations can reduce log volume by 40%, streamline data routing, and ensure compliance through data masking or encryption, all while providing intuitive, no-code controls for easy operation. -
18
SigNoz
SigNoz
SigNoz is an open source Datadog or New Relic alternative. A single tool for all your observability needs, APM, logs, metrics, exceptions, alerts, and dashboards powered by a powerful query builder. You don’t need to manage multiple tools for traces, metrics, and logs. Get great out-of-the-box charts and a powerful query builder to dig deeper into your data. Using an open source standard frees you from vendor lock-in. Use auto-instrumentation libraries of OpenTelemetry to get started with little to no code change. OpenTelemetry is a one-stop solution for all your telemetry needs. A single standard for all telemetry signals means increased developer productivity and consistency across teams. Write queries on all telemetry signals. Run aggregates, and apply filters and formulas to get deeper insights from your data. SigNoz uses ClickHouse, a fast open source distributed columnar database. Ingestion and aggregations are lightning-fast.Starting Price: $199 per month -
19
AgentScope
AgentScope
AgentScope is an AI-driven agent observability and operations platform that provides visibility, control, and performance analytics for autonomous AI agents across production workloads. It enables engineering and DevOps teams to monitor, diagnose, and optimize complex multi-agent applications in real time by capturing detailed telemetry on agent actions, decisions, resource usage, and outcome quality. With rich dashboards and timelines, AgentScope helps teams trace execution flows, identify bottlenecks, and understand how agents interact with external systems, APIs, and data sources, improving debugging and reliability for autonomous workflows. It supports customizable alerting, log aggregation, and structured event views so teams can quickly surface anomalous behavior or errors across distributed agent fleets. In addition to real-time monitoring, AgentScope provides historical analysis and reporting that help teams measure performance trends, model drift, etc.Starting Price: Free -
20
Solar farms always want to optimize their utilization and production. To do this, two things are key: asset management and asset control. This needs accurate high-fidelity telemetry data and an edge computing infrastructure. Helin’s Smart Solar Solution is plug-and-play middleware that connects your solar farm to your asset and energy management systems. It puts you in charge of your solar farm at the lowest possible cost. The telemetry data from your inverters, temperature and irradiation sensors and batteries is collected, structured, and unified. Common pre-configured interfaces for brands like SMA, Sungrow, Huawei and others are all covered (including Sunspec for Modbus RTU and Modbus TCP). Our Solar Control Module enables curtailment in the inverters and changing battery setpoints. Your energy management system can control the solar farm in line with your energy strategy using the API. This allows you to protect your energy strategy.
-
21
Logfire
Pydantic
Pydantic Logfire is an observability platform designed to simplify monitoring for Python applications by transforming logs into actionable insights. It provides performance insights, tracing, and visibility into application behavior, including request headers, body, and the full trace of execution. Pydantic Logfire integrates with popular libraries and is built on top of OpenTelemetry, making it easier to use while retaining the flexibility of OpenTelemetry's features. Developers can instrument their apps with structured data, and query-ready Python objects, and gain real-time insights through visualizations, dashboards, and alerts. Logfire also supports manual tracing, context logging, and exception capturing, providing a modern logging interface. It is tailored for developers seeking a streamlined, effective observability tool with out-of-the-box integrations and ease of use.Starting Price: $2 per month -
22
Motadata
Motadata
Motadata ObserveOps is a unified observability platform that brings metrics, logs, flows, traces, and topology together in one product. Built on Motadata's DFIT deep learning framework, it ingests telemetry from networks, servers, cloud workloads, containers, and applications, then correlates the signals so teams can pinpoint root cause without jumping between tools. The platform runs adaptive AI that does not need pre-training, supports OpenTelemetry-native ingestion, and integrates with Motadata ServiceOps for closed-loop incident workflows. Six deployment modes cover on-premise, private cloud, public cloud, and hybrid setups, including High Availability, Disaster Recovery, and HA-over-WAN for regulated and distributed environments. Over 500 enterprises across 30+ countries use it for full-stack observability. -
23
Prefix
Stackify
It’s easy to maximize app performance with your FREE preview trial of Prefix featuring OpenTelemetry. With the latest open-source observability protocol, OTel Prefix streamlines application development with universal telemetry data ingestion, unmatched observability, and extended language support. OTel Prefix puts the power of OpenTelemetry in the hands of developers, supercharging performance optimization for your entire DevOps team. With unmatched observability across user environments, new technologies, frameworks, and architectures, OTel Prefix simplifies every step in code development, app creation, and ongoing performance optimization for your apps and your team! With Summary Dashboards, consolidated logs, distributed tracing, smart suggestions, and the ability to jump from logs to traces (and back), Prefix puts powerful APM capabilities in the hands of developers.Starting Price: $99 per month -
24
Sift
Sift
Sift is a unified observability platform purpose-built for modern, mission-critical hardware systems that provides engineers with infrastructure and tooling to ingest, store, normalize, and explore high-frequency, high-cardinality telemetry and event data from design, validation, manufacturing, and operations in a single source of truth rather than fragmented dashboards and scripts; it centralizes diverse data types, aligns signals across subsystems, and structures information for fast search, visual review, and traceability so teams can detect anomalies, perform root-cause analysis, automate verification and validation, and debug hardware with real-time precision. It supports automated data review, no-code visualization and querying of massive datasets, continuous anomaly detection, and integration with engineering workflows, including CI/CD pipelines and tooling, while enabling telemetry governance, collaboration, reporting, and knowledge capture across siloed teams. -
25
Kloudfuse
Kloudfuse
Kloudfuse is an AI‑powered unified observability platform that scales cost‑effectively, combining metrics, logs, traces, events, and digital experience monitoring into a single observability data lake. It integrates with over 700 sources, agent‑based or open source, without re‑instrumentation, and supports open query languages like PromQL, LogQL, TraceQL, GraphQL, and SQL while enabling custom workflows through webhooks and notifications. Organizations can deploy Kloudfuse within their VPC using a simple single‑command install and manage it centrally via a control plane. It automatically ingests and indexes telemetry data with intelligent facets, enabling fast search, context‑aware ML‑based alerts, and SLOs with reduced false positives. Users gain full‑stack visibility, from frontend RUM and session replays to backend profiling, traces, and metrics, allowing navigation from user experience down to code‑level issues. -
26
Arkose Labs
Arkose Labs
Enforcement provides future-proof protection, compelling fraudsters to abandon attacks. Arkose Labs’ innovative approach to step-up authentication provides graduated, risk-based friction that drains fraudsters’ resources – while allowing real customers a fun way to prove they are legitimate. Enforcement is a challenge-response mechanism, which works in conjunction with Telemetry to authenticate unrecognized requests. Only legitimate activity is passed onto the enterprise, giving digital businesses full confidence that they are transacting with legitimate customers. Arkose Labs’ approach shifts the attack surface from the business to our platform. Redirecting suspicious sessions to an intermediate platform for independent verification provides a buffer between fraudsters and the sites they are so practiced in attacking - rewriting the rulebook on how to successfully launch attacks. Businesses no longer need to divert their precious resources to deal with attacks. -
27
Microsoft Agent Framework
Microsoft
Microsoft Agent Framework is an open source SDK and runtime designed to help developers build, orchestrate, and deploy AI agents and multi-agent workflows using languages such as .NET and Python. It combines the simple agent abstractions of AutoGen with the enterprise-grade capabilities of Semantic Kernel, including session-based state management, type safety, middleware, telemetry, and broad model and embedding support, creating a unified platform for both experimentation and production use. It introduces graph-based workflows that give developers explicit control over how multiple agents interact, execute tasks, and coordinate complex processes, enabling structured orchestration across sequential, concurrent, or branching scenarios. It supports long-running and human-in-the-loop workflows through robust state management, allowing agents to maintain context, reason through multi-step problems, and operate continuously over time.Starting Price: Free -
28
Revyl
Revyl
Mobile Testing is the process of evaluating mobile applications to ensure they function correctly, perform well, and provide a good user experience across different devices and operating systems. With Revyl, slash debugging time and boost quality. Our platform delivers unparalleled visibility into your entire stack, catching issues before they reach production. Our platform generates tests that replicate real user interactions, allowing you to catch issues before they reach production. Agentic Flows: Each test is an agentic flow that is resistant to UI changes. Flows can be run along the whole development lifecycle, from local to production. Connected Telemetry: Easily integrate our platform with your existing telemetry infrastructure to find the root cause of bugs Every test deserves a trace: By connecting agentic end-to-end tests with telemetry data, you'll always know the source of any issue, eliminating uncertainty in your debugging process. -
29
Human Defense Platform
HUMAN
HUMAN is a leading cybersecurity company committed to protecting the integrity of the digital world. We verify that digital interactions, transactions, and connections are authentic, secure, and human. The Human Defense Platform safeguards the entire customer journey with high-fidelity decision-making that defends against bots, fraud, and digital threats. Each week, HUMAN verifies 20 trillion digital interactions, providing unparalleled telemetry data to enable rapid, effective responses to even the most sophisticated threats. Recognized by our customers as a G2 Leader, HUMAN continues to set the standard in cybersecurity. -
30
PlayerZero
PlayerZero
PlayerZero is an AI-driven predictive quality platform designed to help engineering, QA, and support teams monitor, diagnose, and resolve software issues before they impact customers by deeply understanding complex codebases and simulating how code will behave in real-world conditions. It applies proprietary AI models and semantic graph analysis to integrate signals from source code, runtime telemetry, customer tickets, documentation, and historical data, giving users unified, context-rich insights into what their software does, why it’s broken, and how to fix or improve it. Its agentic debugging agents can autonomously triage, root cause analyze, and even suggest fixes for issues, reducing escalations and accelerating resolution times while preserving audit trails, governance, and approval workflows. PlayerZero also includes CodeSim, an agentic code simulation capability powered by the Sim-1 model that predicts the impact of changes. -
31
Pyroscope
Pyroscope
Open source continuous profiling. Find and debug your most painful performance issues across code, infrastructure and CI/CD pipelines. Let you tag your data on the dimensions important for your organization. Allows you to store large volumes of high cardinality profiling data cheaply and efficiently. FlameQL enables custom queries to select and aggregate profiles quickly and efficiently for easy analysis. Analyze application performance profiles using our suite of profiling tools. Understand usage of CPU and memory resources at any point in time and identify performance issue before your customer do. Collect, store, and analyze profiles from various external profiling tools in one central location. Link to your OpenTelemetry tracing data and get request-specific or span-specific profiles to enhance other observability data like traces and logsStarting Price: Free -
32
Origon
Origon
Origon is a full-stack AI agent development and operations platform engineered as a unified “Agentic Operating System” that supports the entire lifecycle of autonomous AI systems from design to deployment and observability. It offers an intuitive Studio for visual, drag-and-drop agent creation and configuration, Sessions for real-time observation, behavior tracing, and debugging, and Insights dashboards for performance analytics, reliability tracking, and outcome measurement in one place. Origon runs natively on dedicated infrastructure optimized for low-latency performance and security, avoiding dependency on external cloud APIs, and includes a built-in knowledge engine that connects agents to contextual memory and domain data so responses stay grounded and consistent. It supports hundreds of connectors and APIs, including chat, voice, WhatsApp, SMS, email, and telephony, and lets agents execute code and interact with real systems with a single click.Starting Price: $200 per month -
33
Rectify
Rectify
Rectify is an AI-powered development and operations platform designed to unify debugging, monitoring, feedback collection, and product management into a single, integrated workspace. It enables teams to manage session replays, analytics, customer support, roadmaps, changelogs, and infrastructure monitoring through a conversational interface powered by an AI agent called Quanta, which executes tasks directly instead of just providing instructions. It allows users to describe issues in natural language to instantly surface relevant session recordings, identify errors such as rage clicks or drop-offs, and analyze user behavior without configuring filters or queries. Rectify also includes an AI-first support inbox that drafts responses using full context from user interactions and feedback, while allowing teams to balance automation with human oversight. Its code scanning capabilities perform static analysis on repositories to detect bugs, vulnerabilities, and code quality issues. -
34
DoCoreAI
MobiLights
DoCoreAI is an AI prompt optimization and telemetry platform designed for AI-first product teams, SaaS companies, and developers working with large language models (LLMs) like OpenAI & Groq (Infra). With a local-first Python client and secure telemetry engine, DoCoreAI enables teams to collect LLM usage metrics without exposing original prompts & ensuring data privacy. Key Capabilities: - Prompt Optimization → Improve efficiency and reliability of LLM prompts. - LLM Usage Monitoring → Track tokens, response times, and performance trends. - Cost Analytics → Monitor and optimize LLM costs across teams. - Developer Productivity Dashboards → Identify time savings and usage bottlenecks. - AI Telemetry → Collect detailed insights while maintaining user privacy. DoCoreAI helps businesses save on token costs, improve AI model performance, and give developers a single place to understand how prompts behave in production.Starting Price: $9/month -
35
Deductive AI
Deductive AI
Deductive AI is a cutting-edge platform that redefines how organizations handle complex system failures. By connecting your entire codebase with telemetry data, encompassing metrics, events, logs, and traces, Deductive AI empowers teams to pinpoint the root cause of issues with unprecedented precision and speed. It streamlines the process of debugging, significantly reducing downtime and improving overall system reliability. Deductive AI integrates with your codebase and observability tools, creating a unified knowledge graph powered by a code-aware reasoning engine to diagnose root causes like an expert engineer. It builds a knowledge graph with millions of nodes in seconds, uncovering deep relationships between codebase and telemetry data. It orchestrates hundreds of specialized AI agents to search, discover, and analyze breadcrumbs of root cause spread across all connected sources. -
36
Sawmills
Sawmills.ai
Sawmills is the first smart telemetry management platform, giving enterprises control over telemetry data before it reaches costly observability tools. No other solution in the market applies AI-based detection for noise to telemetry optimization, making Sawmills uniquely positioned to cut waste, improve data quality, and enforce governance. Traditional filtering and hand-written rules don’t scale. Sawmills applies AI to your telemetry pipeline to continuously detect noise patterns, duplicate and near-duplicate events, low-value attributes, cardinality explosions, PII/policy violations, and broken schemas. For each finding, Sawmills proposes an action: filter, redact, aggregate, downsample, normalize, enrich, and can auto-remediate with approvals, SLAs, and rollbacks. This shifts control upstream, reduces waste, improves data quality, and makes governance automatic.Starting Price: $0 -
37
Cisco AgenticOps
Cisco
AgenticOps is a groundbreaking paradigm redefining enterprise IT operations for the AI-driven era, leveraging AI agents to transform real-time telemetry, automation, and deep domain knowledge into intelligent, end-to-end actions, executing cross-domain workflows in networking, security, and applications directly within a unified platform. At its core is Cisco’s Deep Network Model, a large language model purpose-trained on over 40 years of Cisco expertise, spanning CCIE-level reasoning, CiscoU content, and real-world operational scenarios, further refined via reinforcement learning, chain-of-thought reasoning, and test-time scaling for precision and speed. This engine powers AI Canvas, the industry’s first generative UI for cross-domain IT operations, which aggregates live telemetry data into an intelligent workspace. Through the embedded Cisco AI Assistant, users interact via natural language to diagnose issues, explore options, drill into root causes, and execute remedial actions. -
38
Traccia
Algen AI
Traccia is an OpenTelemetry-native observability, governance, and policy enforcement platform for production AI agents. It gives engineering teams complete visibility into every LLM call, tool invocation, decision, token, and dollar spent across frameworks like LangChain, CrewAI, OpenAI Agents SDK, AutoGen, and LlamaIndex. Beyond tracing, Traccia helps organizations govern AI systems with runtime policies that can detect and block unsafe behavior, runaway costs, restricted model usage, and PII exposure before incidents reach production. Accurate cost attribution, agent health monitoring, a unified agent registry, and EU AI Act evidence generation make it suitable for enterprise deployments. With a lightweight open-source SDK and managed platform, Traccia enables teams to build, debug, monitor, and govern AI agents at scale without vendor lock-in, using standard OpenTelemetry instrumentation.Starting Price: $99/month -
39
Elastic Observability
Elastic
Rely on the most widely deployed observability platform available, built on the proven Elastic Stack (also known as the ELK Stack) to converge silos, delivering unified visibility and actionable insights. To effectively monitor and gain insights across your distributed systems, you need to have all your observability data in one stack. Break down silos by bringing together the application, infrastructure, and user data into a unified solution for end-to-end observability and alerting. Combine limitless telemetry data collection and search-powered problem resolution in a unified solution for optimal operational and business results. Converge data silos by ingesting all your telemetry data (metrics, logs, and traces) from any source in an open, extensible, and scalable platform. Accelerate problem resolution with automatic anomaly detection powered by machine learning and rich data analytics.Starting Price: $16 per month -
40
Arize Phoenix
Arize AI
Phoenix is an open-source observability library designed for experimentation, evaluation, and troubleshooting. It allows AI engineers and data scientists to quickly visualize their data, evaluate performance, track down issues, and export data to improve. Phoenix is built by Arize AI, the company behind the industry-leading AI observability platform, and a set of core contributors. Phoenix works with OpenTelemetry and OpenInference instrumentation. The main Phoenix package is arize-phoenix. We offer several helper packages for specific use cases. Our semantic layer is to add LLM telemetry to OpenTelemetry. Automatically instrumenting popular packages. Phoenix's open-source library supports tracing for AI applications, via manual instrumentation or through integrations with LlamaIndex, Langchain, OpenAI, and others. LLM tracing records the paths taken by requests as they propagate through multiple steps or components of an LLM application.Starting Price: Free -
41
Luciq
Luciq
Luciq is an AI-powered mobile observability platform designed for app developers and enterprises to monitor, diagnose, and improve mobile applications seamlessly. The solution brings together bug reporting, crash analytics, session replay, and performance monitoring in one unified SDK that supports Android, iOS, web and hybrid apps. It enables users to capture detailed device logs, network traces, annotated screenshots, videos and user feedback, while automatically correlating events and errors using machine learning to prioritize issues by impact. Developers gain visibility into user sessions where things went wrong, reproduce defects through replay, and resolve issues faster using integrations with JIRA, Slack, Zapier, Zendesk and other tools. With Luciq’s “Agentic Mobile Observability” approach, the system surface the most critical problems, suggests root-causes and even recommends remediations, helping teams increase velocity, improve app stability and enhance user experience. -
42
Clinical Insights Manager
Capsule Technologies
Clinical Insights Manager is a cloud-based, enterprise-wide platform designed to capture, store, and analyze high-fidelity retrospective patient data from both Philips and third-party medical devices, enabling healthcare organizations to transform large volumes of clinical data into actionable insights. Built on an open and scalable architecture, it aggregates and filters high-resolution data, including diagnostic-quality ECG, and presents it through intuitive dashboards that allow users to easily navigate, query, and analyze complex datasets. It supports quality improvement, alarm management, research initiatives, and operational efficiency by ensuring data integrity and providing comprehensive access to historical patient information such as waveforms, numerics, and alarm events. It includes applications like Alarm Insights Manager, Data Viewer, and Telemetry Insights Manager, which provide tools for evaluating alarm performance. -
43
Semantic Kernel
Microsoft
Semantic Kernel is a lightweight, open-source development kit that lets you easily build AI agents and integrate the latest AI models into your C#, Python, or Java codebase. It serves as an efficient middleware that enables rapid delivery of enterprise-grade solutions. Microsoft and other Fortune 500 companies are already leveraging Semantic Kernel because it’s flexible, modular, and observable. Backed with security-enhancing capabilities like telemetry support, hooks, and filters you’ll feel confident you’re delivering responsible AI solutions at scale. Version 1.0+ support across C#, Python, and Java means it’s reliable, and committed to nonbreaking changes. Any existing chat-based APIs are easily expanded to support additional modalities like voice and video. Semantic Kernel was designed to be future-proof, easily connecting your code to the latest AI models evolving with the technology as it advances.Starting Price: Free -
44
AgentOps
AgentOps
Industry-leading developer platform to test and debug AI agents. We built the tools so you don't have to. Visually track events such as LLM calls, tools, and multi-agent interactions. Rewind and replay agent runs with point-in-time precision. Keep a full data trail of logs, errors, and prompt injection attacks from prototype to production. Native integrations with the top agent frameworks. Track, save, and monitor every token your agent sees. Manage and visualize agent spending with up-to-date price monitoring. Fine-tune specialized LLMs up to 25x cheaper on saved completions. Build your next agent with evals, observability, and replays. With just two lines of code, you can free yourself from the chains of the terminal and instead visualize your agents’ behavior in your AgentOps dashboard. After setting up AgentOps, each execution of your program is recorded as a session and the data is automatically recorded for you.Starting Price: $40 per month -
45
Aphanarc
Aphanarc
Aphanarc is an atomized infrastructure for enterprise AI, built so enterprises and privacy-conscious users can run powerful LLMs without exposing proprietary data. Delivering safety-first agentic AI, Aphanarc gives enterprises and privacy-conscious users full control over their data, while maintaining the power of frontier models. -
46
Apache SkyWalking
Apache
Application performance monitor tool for distributed systems, specially designed for microservices, cloud-native and container-based (Kubernetes) architectures. 100+ billion telemetry data could be collected and analyzed from one SkyWalking cluster. Support log formatting, extract metrics, and various sampling policies through script pipeline in high performance. Support service-centric, deployment-centric, and API-centric alarm rule setting. Support forwarding alarms and all telemetry data to 3rd party. Metrics, traces, and logs from mature ecosystems are supported, e.g. Zipkin, OpenTelemetry, Prometheus, Zabbix, Fluentd. -
47
Small Hours
Small Hours
Small Hours is an AI-powered observability platform that helps root cause server exceptions, analyze the impact, and triage to the right person or team. Use Markdown or your existing runbook to guide our assistant in debugging issues. We support OpenTelemetry for seamless integration with any stack. Hook into existing alarms and identify critical issues. Connect your codebases and runbooks as context and instructions. Your code and data are secure and never stored. Intelligently triage issues and generate pull requests. Optimized for enterprise velocity and scale. 24/7 automated root cause analysis, minimize downtime, and maximize efficiency. -
48
OpenViking
OpenViking
OpenViking is an open source context database designed specifically for AI agents, built around a file-system paradigm that unifies the management of memories, resources, and skills. Instead of treating context as scattered chunks in a fragmented vector store, OpenViking organizes agent context into a virtual file system under the viking protocol, giving agents a structured way to store, navigate, retrieve, and observe the information they need. It is designed to help developers move beyond the hassle of manual context management by giving agents a minimalist interaction model for context, similar to reading and writing files. OpenViking supports hierarchical context loading, semantic retrieval, recursive retrieval, sessions, metrics, and observability, making it possible for AI agents to access the right level of information without stuffing everything into the prompt.Starting Price: Free -
49
Broadcom WatchTower Platform
Broadcom
Enhancing business performance by simplifying the identification and resolution of high-priority incidents. The WatchTower Platform is an observability solution that simplifies incident resolution in mainframe environments by integrating and correlating events, data flows, and metrics across IT silos. It offers a unified, user-friendly experience for operations teams to streamline workflows. Built on familiar AIOps solutions, WatchTower detects potential issues early, facilitating proactive avoidance. It also uses OpenTelemetry to stream mainframe data and insights to observability tools, enabling enterprise SREs to identify bottlenecks and enhance operational efficiency. WatchTower augments alerts with pertinent context, eliminating the need for multiple tool logins to collect critical information. WatchTower workflows expedite problem identification, investigation, and incident resolution, and simplify problem handover and escalation. -
50
Riverbed Aternity
Riverbed Technology
The Riverbed Aternity platform provides AI-powered analytics and self-healing control to improve employee productivity and customer satisfaction, get to market fast with high quality apps, drive down the cost of IT operations, and mitigate the risk of IT transformation. Riverbed Aternity delivers AI-enabled insights based on real end user experience data and high-fidelity telemetry across endpoints, application, infrastructure and network. With capabilities such as DXI (benchmarking), Intelligent Service Desk, AI-enabled troubleshooting, Digital Workplace teams can drive continuous service improvement and prevent incidents across the enterprise. Discover how Aternity can help enterprises gain full-estate visibility, reduce IT asset costs, advance sustainable IT and improve both employee and customer happiness.
