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.
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LinearB
We correlate and reconstruct Git, project and release data to provide real-time project insights and team metrics with zero manual updates or developer interruptions.
LinearB’s Software Delivery Intelligence platform analyzes hundreds of signals every minute from your Git and project systems to highlight where you can do the most good for your team. Software Delivery Intelligence helps dev teams continuously accelerate delivery by correlating development pipeline data – code, git, projects, CI/CD – to provide visibility, context and workflow automation for every member of the team.
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Upvio
Vitals AI is Upvio’s camera-based remote vital signs monitoring technology. It uses a short face scan and remote photoplethysmography (rPPG) with computer vision to detect subtle blood-flow signals and convert them into clinically validated physiological insights using a standard phone or webcam, with no wearables or external hardware.
In around 30 seconds, Vitals AI can deliver 20+ health markers, including heart rate, HRV, breathing rate, blood pressure, stress metrics, and cardiovascular risk indices. Teams can configure scans using reusable templates, generate secure, shareable links for any workflow (customers, campaigns, teams, individuals), and review results and trends from a single platform. Deployment is available as a fully hosted solution, with enterprise-grade security, governance, and compliance built in, and integration supported via platform tools and API options.
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AWS DevOps Agent
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.
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