Enterprise AI Unified Observability
The Enterprise AI Unified Observability Platform
AmrudAi connects a customer-controlled Linux Core, Universal Sensors and Windows or Linux host Agents into one observability architecture. Network, infrastructure, flow and log collection retain entity identity, timestamps and monitoring health. Enterprise and MSP teams use that context to investigate service dependencies, distinguish missing data from failure and evaluate evidence-led root causes.
Sensors reconnect, retain assignment safety and replay buffered telemetry through recovery.
The application experience
Unified operations workspace
See the complete workspace. Enlarge any image to inspect its panels, navigation and evidence at actual size.
Built around the investigation
Observe. Understand.
Act with context.
From intelligent Sensors to service assurance, connect the collection, evidence and decisions your teams rely on.
Network Observability
Bring device health, routing, traffic, paths and monitoring quality into one operational context. Follow a problem from the affected site or service to the evidence that explains it.
Explore Network ObservabilityInfrastructure Monitoring
Connect host resources, software, processes, services and network evidence. Use local Agents or governed remote monitoring, then gather deeper evidence only when the condition calls for it.
Explore Infrastructure MonitoringVirtualization, Storage & Hardware
Connect virtual machines with hosts, clusters, datastores, network paths and hardware evidence. Keep each source visible so an investigation can explain what is known and what still needs verification.
Explore Virtualization, Storage & HardwareCloud & Kubernetes
Bring cloud infrastructure, network relationships, Kubernetes workloads and OpenTelemetry signals into the same operational model as the rest of your estate.
Explore Cloud & KubernetesDatabases & Synthetic Monitoring
Connect database health with active service checks, certificates, shared infrastructure and the host/network context needed to investigate a failure.
Explore Databases & Synthetic MonitoringDiscovery, IPAM & DNS/DHCP Synchronization
Address records lose value when discovery, DHCP and DNS disagree. AmrudAi connects IPv4/IPv6 inventory, lease and reservation evidence, name-service records and canonical device identity so teams can understand what is connected, detect conflicts and plan the next allocation.
Explore Discovery, IPAM & DNS/DHCP SynchronizationTopology & Service Dependency Maps
The useful map explains how a service works and what a failure can affect. AmrudAi connects physical, logical, runtime and business-service relationships with time, provenance and health so operators can investigate the environment as it exists now—or as it existed during the incident.
Explore Topology & Service Dependency MapsNetwork Configuration & Change Assurance
A successful command does not tell you whether the service survived the change. AmrudAi connects configuration history, policy, risk, approval and staged execution with post-change evidence so engineers can control the rollout and verify its operational outcome.
Explore Network Configuration & Change AssuranceDashboards, Reports & Operational Value
The NOC, an engineer and a service owner ask different questions about the same environment. AmrudAi combines adaptable dashboards, governed reports and evidence-backed operational measures so each audience can see the relevant detail and follow it to the source.
Explore Dashboards, Reports & Operational ValueEvidence-Led Root Cause Analysis
An incident may produce hundreds of symptoms across teams. AmrudAi combines protocol behavior, temporal topology, metrics, logs, Flow and change evidence to rank defensible causes, explain the affected service and guide the next useful verification.
Explore Evidence-Led Root Cause AnalysisInvestigation Workbench & Live Evidence
Incident work slows down when every tool resets the context. AmrudAi keeps the service, entity, time window and evidence together while operators compare signals, run focused diagnostics, inspect changes and hand over a complete investigation.
Explore Investigation Workbench & Live EvidenceService Assurance, SLA, OLA & SLO
Component uptime and ticket timestamps cannot explain every service commitment. AmrudAi connects direct monitoring, synthetics, service dependencies and ownership with versioned SLA, OLA and SLO policies so teams can measure outcomes, understand risk and review the evidence behind each result.
Explore Service Assurance, SLA, OLA & SLOAI Copilot & Local Intelligence
Ask questions about your environment and follow the answer to its evidence. AmrudAi Copilot summarizes incidents, retrieves relevant context, compares explanations and recommends the next useful check while your team controls data access and privileged actions.
Explore AI Copilot & Local IntelligenceLog Monitoring & Analytics
A log line is useful when you can connect it to the system, service and change behind it. AmrudAi brings operational logs and syslog together with metrics, Flow, topology and investigation evidence so teams can move from a message to a focused next check.
Explore Log Monitoring & AnalyticsOpenTelemetry & OTLP
Bring OpenTelemetry metrics, structured logs and bounded sampled span evidence into AmrudAi’s operational context. Connect each signal to the right entity and service, then investigate it alongside the network and infrastructure that service depends on.
Explore OpenTelemetry & OTLPAI, Machine Learning & Seasonal Baselines
A metric that is normal at one time can be a warning at another. AmrudAi combines seasonal baselines, multivariate and peer analysis, forecasts and graph reasoning with grounded AI assistance so operators can focus on meaningful changes and explain the next decision.
Explore AI, Machine Learning & Seasonal BaselinesIntelligent Sensors
AmrudAi uses one Sensor software across Network, Infrastructure, Flow and Log roles. Intelligent placement connects each workload to an eligible Sensor with the right reachability, permissions and headroom, while keeping your sites, security boundaries and operating policies in control.
Explore Intelligent SensorsHigh Availability & Resilience
Combine a two-Core Active/Standby architecture with resilient Sensor pools, local buffering and a defined recovery plan. Protect monitoring continuity across component failures while keeping failover decisions, spare capacity and operational evidence visible.
Explore High Availability & ResilienceAlert Qualification & Noise Reduction
AmrudAi qualifies suspicious signals before turning them into operational conclusions. Combine telemetry health, alternate checks, permitted cross-region Sensor evidence and dependency context to reduce avoidable escalations and keep real incidents visible.
Explore Alert Qualification & Noise ReductionRouting, Overlays & Network Services
An interface can be up while a route, overlay or shared service prevents an application from working. AmrudAi connects routing peers, transport paths, network services and configuration changes so engineers can follow the failure from protocol state to customer impact.
Explore Routing, Overlays & Network ServicesFlow & Traffic Analytics
When a link is busy, the next decision depends on the traffic behind the number. AmrudAi connects conversations, applications, sites, interfaces and QoS evidence to explain demand, investigate unusual behavior and plan capacity around the services that use it.
Explore Flow & Traffic AnalyticsBranch, WAN & SD-WAN Observability
A branch can have an online router and an unusable business service. AmrudAi brings together site experience, WAN and Internet circuits, SD-WAN paths, shared services and provider evidence so the NOC can identify the affected layer and coordinate the right response.
Explore Branch, WAN & SD-WAN ObservabilityDatabase Monitoring & Performance Intelligence
Database symptoms rarely stop at the database boundary. AmrudAi connects sessions, waits, queries, replication and storage with host health, application dependencies and recent changes so DBAs can diagnose the source of pressure and protect the services that rely on it.
Explore Database Monitoring & Performance IntelligenceStorage & SAN Observability
A storage problem can surface as a slow database, a stalled VM or an application timeout. AmrudAi connects array and volume performance, SAN fabric health and workload dependencies so storage and infrastructure teams can investigate the same evidence together.
Explore Storage & SAN ObservabilityCloud Infrastructure & Network Observability
Cloud incidents cross accounts, regions and ownership boundaries. AmrudAi connects cloud compute, storage, databases, networks and provider events with application dependencies and changes so cloud teams can see what is affected and where to investigate next.
Explore Cloud Infrastructure & Network ObservabilityKubernetes & Container Observability
Containers move, pods restart and deployments change while the business service stays the same. AmrudAi connects cluster health, workloads, runtime dependencies and release evidence so platform teams can investigate the service across its changing infrastructure.
Explore Kubernetes & Container ObservabilityITSM & CMDB Integration
Monitoring evidence becomes more useful when it follows the work. AmrudAi connects incident, problem, change and CMDB workflows with the operational graph, keeping ownership, evidence and synchronization visible from initial escalation through recovery and review.
Explore ITSM & CMDB IntegrationCross-Site Latency, Loss & Jitter
Small changes in path quality can make a branch or distributed application difficult to use. AmrudAi connects latency, loss and jitter with path history, circuit ownership and service checks so operators can distinguish a busy link, changed route and local access problem.
Explore Cross-Site Latency, Loss & JitterCertificate Expiry & TLS Assurance
A certificate can be present and still break a business service. AmrudAi connects expiry, chain, hostname, handshake and trust evidence with the endpoints and services that depend on them, giving teams a focused view of what needs renewal or investigation.
Explore Certificate Expiry & TLS AssuranceFirewall Policy & Security-State Auditing
Firewall and access-policy incidents cross the boundary between security and operations. AmrudAi connects configuration history, audit evidence, device and tunnel state, logs and service paths so teams can review policy changes and verify their operational effect.
Explore Firewall Policy & Security-State AuditingDisaster Recovery & Failover Verification
Recovery is complete when the required service and monitoring evidence are usable again. AmrudAi brings backup status, restore validation, platform continuity, dependency checks and an auditable recovery runbook together so teams can exercise their plans and verify the outcome.
Explore Disaster Recovery & Failover VerificationMIB Studio
Import and inspect vendor MIBs, test observations from an authorized Sensor and map them into meaningful entities, metrics, events and monitoring views. MIB Studio keeps the source, interpretation and approval of each mapping visible.
Explore MIB StudioAPI Studio
Connect an API, inspect a real response and map its entities and measurements into AmrudAi. API Studio manages authentication, pagination, collection quality and versioned publication so a custom data source becomes part of the same operational workflow.
Explore API StudioeBPF Kernel Observability
Connect Linux processes, services and containers to the endpoints they communicate with. AmrudAi collects bounded kernel-level socket evidence through the local Linux Agent and brings it into Infrastructure Sensor collection, temporal topology and the Investigation Workbench—without application code changes or an application SDK.
Explore eBPF Kernel ObservabilityDeep Process & Socket Monitoring
Follow a CPU spike, growing memory footprint or slow connection to the responsible process and service. AmrudAi connects process identity, resource use, service state and socket evidence with the host, network path and business service in one investigation.
Explore Deep Process & Socket MonitoringUnderstand the collection boundary
How do Core, Sensors and Agents work together in AmrudAi?
AmrudAi documents Core as the authority for identity, policy, assignments and operational reasoning. Sensors collect near the systems they observe, while Windows and Linux Agents provide endpoint evidence through assigned Sensors. Optional eBPF collection belongs to supported Linux profiles. The enabled roles, permissions and capacity must be verified for the selected release.
| Component | Documented responsibility | Boundary to verify |
|---|---|---|
| Core | Identity, inventory, policy, assignments, incident authority, evidence and reporting. | Standalone and exactly-two-Core Active/Standby have different qualification requirements. |
| Universal Sensor | One codebase with Network, Infrastructure, Flow and Log collection roles near the source. | Role support, reachability, worker budgets and bounded buffering depend on the deployment profile. |
| Windows and Linux Agents | Local host, service and process evidence through the assigned Sensor. | eBPF is Linux-only and requires compatible kernels, permissions and resource controls. |
A documented component or role is not proof of completed implementation or certification. Match the architecture to current release evidence.
Start with your most important question.
See how the platform brings your technology estate, incident evidence and operational workflows together.