--- title: Features description: Build, deploy, and test AI agents for cloud automation. Integrate with Slack, GitHub, and APIs go from prototype to production in minutes. --- [Skip to the main content.](https://cloudcanaries.ai/platform-features#main-content) [![Cloud Canaries](https://cloudcanaries.ai/hs-fs/hubfs/cloudcanaries-logo-long-4c-black-TEST-md.png?width=1500&height=500&name=cloudcanaries-logo-long-4c-black-TEST-md.png "Cloud Canaries")](https://cloudcanaries.ai?hsLang=en) [![Cloud Canaries](https://cloudcanaries.ai/hs-fs/hubfs/cloudcanaries-logo-long-4c-black-TEST-md.png?width=1500&height=500&name=cloudcanaries-logo-long-4c-black-TEST-md.png "Cloud Canaries")](https://cloudcanaries.ai?hsLang=en) - [About](https://cloudcanaries.ai/about) - [Developers](https://cloudcanaries.ai/platform-features) - [CloudOps](https://cloudcanaries.ai/features) - [Pricing](https://cloudcanaries.ai/pricing) - [Contact Us](https://cloudcanaries.ai/contact-us) - [Blog](https://cloudcanaries.ai/blog) Search Book a Demo [Sign In](https://app.cloudcanary.net/account/login) Toggle Menu Search Toggle Menu I am here Book a Demo [Sign In](https://app.cloudcanary.net/account/login) - [About](https://cloudcanaries.ai/about) - [Developers](https://cloudcanaries.ai/platform-features) - [CloudOps](https://cloudcanaries.ai/features) - [Pricing](https://cloudcanaries.ai/pricing) - [Contact Us](https://cloudcanaries.ai/contact-us) - [Blog](https://cloudcanaries.ai/blog) - Features - Pricing - About [Facebook](https://cloudcanaries.ai/platform-features#0) [Instagram](https://cloudcanaries.ai/platform-features#0) [Linkedin](https://cloudcanaries.ai/platform-features#0) [X](https://cloudcanaries.ai/platform-features#0) [YouTube](https://cloudcanaries.ai/platform-features#0) [Medium](https://cloudcanaries.ai/platform-features#0) # Built for AI Agents. Trusted by Developers ### The Cloud Canaries Platform powers deployment, governance, observability, and coordination for AI agents across your cloud [Proof of IMPACT](https://cloudcanaries.ai/start-proof-of-impact?hsLang=en) ![lifecycle-man-200](https://cloudcanaries.ai/hs-fs/hubfs/lifecycle-man-200.png?width=200&height=200&name=lifecycle-man-200.png) ##### Agent Lifecycle Management Deploy, upgrade, schedule, and disable agents across cloud accounts from a single control plane. ![policy-approval-200](https://cloudcanaries.ai/hs-fs/hubfs/policy-approval-200.png?width=200&height=200&name=policy-approval-200.png) ##### Policy-Driven Approvals Trigger auto-remediation, dry-run, or human approval flows (via Slack or CLI). ![observability-200-1](https://cloudcanaries.ai/hs-fs/hubfs/observability-200-1.png?width=200&height=200&name=observability-200-1.png) ##### Built-in Observability Track agent actions, success/failure, and impact over time with full logs and dashboards. ![multi-agent-coordination-200](https://cloudcanaries.ai/hs-fs/hubfs/multi-agent-coordination-200.png?width=191&height=200&name=multi-agent-coordination-200.png) ##### Multi-Agent Coordination Let agents collaborate—e.g., IAM Agent notifies Threat Agent to escalate. ![deployment-package-200](https://cloudcanaries.ai/hs-fs/hubfs/deployment-package-200.png?width=200&height=170&name=deployment-package-200.png) ##### Packaged Deployments Ship your agents as service bundles via our platform with AWS, GCP, OCI and Azure integration. ![Assisted-communication-200](https://cloudcanaries.ai/hs-fs/hubfs/Assisted-communication-200.png?width=147&height=200&name=Assisted-communication-200.png) ##### Assistant Integration Connect agents to LLM-based advisors for fix planning, policy analysis, and threat triage. ### For Developers ![Developer-d-250](https://cloudcanaries.ai/hs-fs/hubfs/Developer-d-250.png?width=455&height=250&name=Developer-d-250.png) Write and deploy new agents using our open SDK. Start with templates, ship in minutes. ### **For Security & Platform Teams** ![Service-D-250](https://cloudcanaries.ai/hs-fs/hubfs/Service-D-250.png?width=365&height=250&name=Service-D-250.png) Track agent behavior, define guardrails, and enforce policies across accounts. ## What Your Agents Can’t Do Alone Essential features for integration and customization. ![Binoculars-200](https://cloudcanaries.ai/hs-fs/hubfs/Binoculars-200.png?width=200&height=200&name=Binoculars-200.png) ##### Visibility Know what agents are doing, where, and why—with full logs, metrics, and approval history. ![stop-200](https://cloudcanaries.ai/hs-fs/hubfs/stop-200.png?width=200&height=200&name=stop-200.png) ##### Control Apply enterprise guardrails with dry-run, rollback, and Slack-in-the-loop workflows. ![scale-200-2](https://cloudcanaries.ai/hs-fs/hubfs/scale-200-2.png?width=300&height=200&name=scale-200-2.png) ##### Scale Move from one-off bots to an organization-wide network of intelligent, coordinated agents. ## Enabling Features Essential features for integration and customization. ![organization (2)](https://cloudcanaries.ai/hs-fs/hubfs/organization%20(2).png?width=32&height=32&name=organization%20(2).png) ##### Agent Lifecycle Management  Create, configure, schedule, and run agents across environments with full lifecycle control. ![layout](https://cloudcanaries.ai/hs-fs/hubfs/layout.png?width=32&height=32&name=layout.png) ##### Decision & Execution Workflows Define step-by-step governance workflows for approving or rejecting agent actions. ![warning](https://cloudcanaries.ai/hs-fs/hubfs/warning.png?width=32&height=32&name=warning.png) ##### Service Settings & SLAs Manage incident definitions, set SLA/SLO thresholds, and monitor outcomes over time. ![library](https://cloudcanaries.ai/hs-fs/hubfs/library.png?width=32&height=32&name=library.png) ##### Alarm & Notification Configuration  Customize alarm conditions and routing using agent policies and observability signals. ![Scheduling-50](https://cloudcanaries.ai/hs-fs/hubfs/Scheduling-50.png?width=50&height=50&name=Scheduling-50.png) ##### Scheduling Options Set when agents run, how frequently, and under what conditions. ![access-control-50](https://cloudcanaries.ai/hs-fs/hubfs/access-control-50.png?width=50&height=50&name=access-control-50.png) ##### Group-Based Access Control Organize agents into functional or organizational groups (e.g., Dev, Stage, Prod) with user access rules. ![peer-peer-50](https://cloudcanaries.ai/hs-fs/hubfs/peer-peer-50.png?width=50&height=50&name=peer-peer-50.png) ##### Agent-to-Agent Communication Agents can share memory and trigger shared actions — enabling governance at scale. ![Assistant-Memory-50](https://cloudcanaries.ai/hs-fs/hubfs/Assistant-Memory-50.png?width=50&height=50&name=Assistant-Memory-50.png) ##### Assistant Memory Management Used for Agent Authentication with the Aviary platform. ![Insight-50](https://cloudcanaries.ai/hs-fs/hubfs/Insight-50.png?width=50&height=50&name=Insight-50.png) ##### Streamed Operational Insights Continuously assess the health of endpoints, APIs, and workloads across services. ![Agent-Configuration-50](https://cloudcanaries.ai/hs-fs/hubfs/Agent-Configuration-50.png?width=50&height=50&name=Agent-Configuration-50.png) ##### Worker Agent Configuration Customize and deploy open-source worker agents tailored to your environment in seconds. ![Library-50](https://cloudcanaries.ai/hs-fs/hubfs/Library-50.png?width=50&height=50&name=Library-50.png) ##### Worker Agent Libraries Organize task-based workers into modular libraries powering broader service agents. ![Schema-50](https://cloudcanaries.ai/hs-fs/hubfs/Schema-50.png?width=50&height=50&name=Schema-50.png) ##### Worker Agents from API Schemas Generate worker agents automatically using OpenAPI schemas. ![neural-network-50](https://cloudcanaries.ai/hs-fs/hubfs/neural-network-50.png?width=50&height=50&name=neural-network-50.png) ##### Forecast Model Management Create and tune models using tools like Databricks, Snowflake Cortex, or built-in neural networks. ![wallet-50](https://cloudcanaries.ai/hs-fs/hubfs/wallet-50.png?width=50&height=50&name=wallet-50.png) ##### Wallet Manage credentials and access tokens for external systems (e.g., Databricks, Snowflake). ![Cluster-50](https://cloudcanaries.ai/hs-fs/hubfs/Cluster-50.png?width=50&height=50&name=Cluster-50.png) ##### Cluster Selection Connect agents to runtime clusters using kubeconfig for Kubernetes-based deployments. ![Composit-50](https://cloudcanaries.ai/hs-fs/hubfs/Composit-50.png?width=50&height=50&name=Composit-50.png) ##### Composite Daily Forecasts Combine forecasts across services to surface critical trends and performance degradation. ![5-day-Forecast-49](https://cloudcanaries.ai/hs-fs/hubfs/5-day-Forecast-49.png?width=49&height=49&name=5-day-Forecast-49.png) ##### Five-Day Rolling Forecasts Visualize near-future performance by agent, service, or composite workload — including alarm probabilities. ![Pattern-Matching-50](https://cloudcanaries.ai/hs-fs/hubfs/Pattern-Matching-50.png?width=50&height=50&name=Pattern-Matching-50.png) ##### Named Pattern Matching for Incidents  Identify recurring issues based on saved incident summaries and known resolution patterns. ![SLA-Incident-50](https://cloudcanaries.ai/hs-fs/hubfs/SLA-Incident-50.png?width=50&height=50&name=SLA-Incident-50.png) ##### Incident & SLA Dashboards Conversational, dynamic views that summarize health, risk, and SLA/SLO performance. ![Multi-Cloud-50](https://cloudcanaries.ai/hs-fs/hubfs/Multi-Cloud-50.png?width=50&height=50&name=Multi-Cloud-50.png) ##### Multi-Cloud Support Native agent compatibility with AWS, Azure, GCP, Oracle Cloud, and IBM. ![conversation-2](https://cloudcanaries.ai/hs-fs/hubfs/conversation-2.png?width=50&height=50&name=conversation-2.png) ##### Conversational Ops/Dev Interface Interact with agents and dashboards directly via Slack or Teams, like an SRE comrade, to investigate or configure services. ![Open-source-2](https://cloudcanaries.ai/hs-fs/hubfs/Open-source-2.png?width=60&height=60&name=Open-source-2.png) ##### Open Source Agent Sharing Share custom-built agents with others across your org or community. ![Deployment-types-50](https://cloudcanaries.ai/hs-fs/hubfs/Deployment-types-50.png?width=50&height=50&name=Deployment-types-50.png) ##### Multiple Deployment Types Run agents as Kubernetes-managed services, Docker containers, or standalone executables. ![API-Key-50](https://cloudcanaries.ai/hs-fs/hubfs/API-Key-50.png?width=50&height=50&name=API-Key-50.png) ##### API Key Management Authenticate your agents securely with the AI platform. [Proof Of IMPACT](https://cloudcanaries.ai/start-proof-of-impact?hsLang=en) ![cloudcanaries-logo-mark_only-TEST-md](https://cloudcanaries.ai/hs-fs/hubfs/cloudcanaries-logo-mark_only-TEST-md.png?width=250&height=250&name=cloudcanaries-logo-mark_only-TEST-md.png) ## What are Cloud Canaries AI Agents? Independent Agentic AI agents that monitor, observe, manage and remediate cloud environments with: - Workload and telemetry data - Perception, reasoning, actions, and learning - Observability and workflow dashboards  Shared from a single platform.   ##### About About - [Company](https://cloudcanaries.ai/about#Company) - [History](https://cloudcanaries.ai/about#History) - [Careers](https://cloudcanaries.ai/careers) ##### Privacy & Security Privacy & Security - [Terms of Use and Conditions](https://cloudcanaries.ai/termsandconditions) - [Privacy Policy](https://cloudcanaries.ai/privacy-policy) - [GDPR](https://cloudcanaries.ai/gdpr) - [Cookie Policy](https://cloudcanaries.ai/cookiepolicy) - Purchase and Refund Policy ##### Follow Us Follow Us - [LinkedIn](https://www.linkedin.com/company/81431465) - [YouTube](https://www.youtube.com/channel/UCr39NbdXZA4zfQuPoZ-fcSA) - [Medium](https://medium.com/cloudcanaries) ##### Contact Contact - Cambridge MA USA - [info@cloudcanaries.ai](mailto:info@cloudcanaries.ai) - [+1 617-294-9367](tel:+16172949367) [![cloudcanaries-logo-mark_only-10p](https://cloudcanaries.ai/hubfs/cloudcanaries-logo-mark_only-10p.png)](https://cloudcanaries.ai?hsLang=en) © 2026 Cloud Canaries Inc. 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