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Sage AI
AI Ops Agent Workbench
AI Observability
Full-lifecycle AI observability
Dashboard
Unified visualization, one-screen insight
Monitors
Precise alerts. Zero noise. Fast response
| Category | Sub category | Feature | Bonree ONE | Dynatrace | Datadog |
|---|---|---|---|---|---|
| Deployment Model | Service type | SaaS / On-prem |
|
|
SaaS only
|
| Agent instrument (Auto) | Auto / Customized (Manually) |
SmartAgent
|
ONEAgent
|
|
|
| Data application | Visualization | Built-in dashboard / Grafana |
|
|
|
| Alerts | AI & Anomaly Detection / Alert convergence |
Swift AI
|
Davis AI,no Alert convergence
|
Watchdog
|
|
| Emergency response | Notification / Automation / Suggestion |
|
|
|
|
| Daily Operation | Incident management / SLOs monitoring / Regular reporting |
|
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|
|
| Business Analytics | User business events / conversion path |
|
|
no business analytics
|
|
| Workflow | Orchestrate/ Trigger / Action |
|
|
|
|
| App Builder | Build / Integrate / Interoperability |
no app builder
|
app engine
|
app builder
|
|
| Topology & dependencies | Built-in Entity topology / Auto-mapping / Customized entity & mapping |
|
|
Partial
|
|
| Security | Runtime Protection | Agent Fuse |
|
|
no agent fuse
|
| Data Protection | SQL Obfuscation / Network request masking |
|
|
|
|
| Storage Policy | Lifecycle / Backup |
|
Managed only
|
SaaS only
|
|
| Access Control | RBAC / Environment Isolation |
|
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|
|
| AI Engine | Unified Entry | One natural-language input box. Ask a question, and Sage AI automatically dispatches the right agent. No more jumping between different consoles |
|
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|
| Models Management | Centrally manage LLMs providers under unified governance |
|
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|
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| Tools Management | Every operational capability — log search, trace query, deployment query, knowledge lookup — curated as a reusable capability across all AI agents. |
|
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| Skills Management | Centrally manage Skills,support import and build on your own needs |
|
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|
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| Knowledge Management | Enterprise knowledge bases onboarded for RAG. Product docs, runbooks, tickets, architecture diagrams — available to any agent. |
|
|
|
|
| Agent Workspace | Build, version and govern agents like any first-class software asset |
|
|
|
|
| Infra Monitoring | Diagnostics | CPU profiling / Memory dumps / eBPF profiling / Method hotspots |
|
|
no eBPF profilling and Method hotspots
|
| Monitoring Objects | Host / Process / container / Network |
|
|
|
|
| Kubernetes Monitoring | Cluster / Node / Pod / Service / Container / Storage |
|
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|
|
| Network Monitoring | Flow analysis / Network Topology |
|
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|
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| Application Performance Monitoring | Supported Languages | Java / PHP / Go / .NET / Nginx / Apache / Node.JS / Python |
|
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|
| Tracing Objects | Service / Interface / Database / MQ / RPC / Code-level method |
|
|
|
|
| Real User Monitoring | Supported Applications | Web / Android / iOS / HarmonyOS |
|
no Harmony
|
no Harmony
|
| User session | Action record / Session replay |
|
|
|
|
| Error analysis | Crash / ANR / Lagging / JS error / Custom |
|
|
|
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| AI Observability | LLM Call Tracing | Track every model invocation across agents, prompts and tools |
|
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|
| Latency Analysis | Measure inference time, tail latency and performance bottlenecks |
|
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|
|
| Token & Cost Insight | Monitor token consumption, prompt efficiency and spend |
|
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|
| Conversation Analytics | Analyze session quality, token comsumptions and anomaly signals |
|
no Conversation Analytics
|
no Conversation Analytics
|
|
| Data Modelling | Data Modelling | Multi source heterogeneous data fusion |
|
Limited
|
Limited
|
| Log Monitoring | Processsing | Ingestion / Processing |
|
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|
| Analysis | Metric extraction from logs |
|
|
|
|
| Synthetic Monitoring | Monitoring Objects | Avaibility of Host / Process / API |
|
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|
| Data Collection | MQ support | Kafka / RabbitMQ.. |
|
|
|
| Cloud support | AWS / GCP / Azure / ACP / Tencent / Huawei |
Through API
|
Through API
|
Through API
|
|
| Protocol support | OpenTelemetry / Zabbix / Prometheus / Elasticsearch |
|
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|
|
| Database support | Redis / Oracle / SQL / ClickHouse / MongoDB.. |
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| Container Runtime support | Docker / containerd / CRI-O / Podman |
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| OS Support | Ubuntu / CentOS / RHEL / Debian / Fedora / SUSE / Oracle Linux / Windows / IBM AIX.. |
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| Others | Zookeeper / Nginx / JVMs.. |
|
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|
|
| Others | IT Support | Documentation / AI chat / 24x7 hotline |
Sage AI Assistant
|
Davis Copilot
|
Preview,not mature
|
| Self Operation | Self Monitoring、Auto Updates、User Operations |
Bonree Pilot
|
no self operation
|
no self operation
|
IDC China Semiannual IT AI Operation Software Tracker, 2025H2
Cycle™ for Infrastructure Strategies in China, 2026