Dynatrace bet $2B ARR on deterministic causation, not probabilistic guessing. Their MCP server lets Claude query production telemetry directly. But they have zero ITSM or MSP DNA.
Dynatrace ships a production MCP server. Claude Code, Copilot, any MCP client can query Grail, generate DQL, investigate problems, and explain queries via natural language. [1]
Davis AI uses deterministic graph-based causation, not probabilistic ML. Traces root cause through auto-discovered topology (Smartscape) across the full stack. Zero-config instrumentation feeds it. [2]
AI proposes remediation actions under policy guardrails. Scale, rollback, notify, ticket. Human approves before execution. Still in Preview as of June 2026. [2]
Full year revenue $2.018B (+19% YoY). ARR $2.054B (+18%). 22 deals >$1M ACV in Q4. Log management grew >100% YoY. Free cash flow $529M. [3]
Dynatrace's AI is not bolted on. It's the core layer that everything else feeds from.
The incident lifecycle in Dynatrace runs through four layers: signal collection, AI analysis, investigation, and action.
| Capability | Autonomous | Human-in-Loop | Notes |
|---|---|---|---|
| Anomaly detection | Yes | — | Always on, always learning baselines |
| Root cause analysis | Yes | — | Deterministic causation graph tracing |
| Problem grouping | Yes | — | Correlates related anomalies into single Problem |
| Investigation (NL) | — | Yes | Assist requires human prompting |
| Runbook execution | No | Yes (Preview) | Requires approval under policy guardrails |
| Ticket creation | — | Yes | Via integrations (ServiceNow, Jira, PagerDuty) |
| MCP queries | Yes | Yes | External agents can query, token auth required |
Dynatrace isn't building an ITSM agent. They're building the data layer that other agents query.
| Tool | What it does | State |
|---|---|---|
| Grail Query Agent | Generate DQL from natural language | Preview |
| DQL Explanation Agent | Explain DQL queries in NL | Preview |
| Help Agent | Answer general Dynatrace questions | Preview |
| Data Analysis Agent | Execute DQL, return results (1000 record limit) | Public |
| Root Cause Agent | List problems (active/closed) | Public |
https://{env}.apps.dynatrace.com/platform-reserved/mcp-gateway/v0.1/servers/dynatrace-mcp/mcp. It works with Claude Code, VS Code Copilot, any MCP client. Auth is bearer token (Platform Token). This isn't a toy demo — it's a production connector that lets AI coding agents query live production telemetry. [1]
Expanded in Q4 FY2026 to connect with Anthropic's Claude Code, Cowork, and Chat. Also integrates with GitHub Advanced Security for runtime context sharing. [3]
No separate AI add-on fee. Dynatrace Intelligence is bundled into every tier. But consumption-based log and telemetry pricing can spike.
| Tier | Monthly Rate | Billed | Includes |
|---|---|---|---|
| Foundation & Discovery | $7/mo per host | $0.01/hr | Basic host health, topology, filesystem, OS services |
| Infrastructure Monitoring | $29/mo per host | $0.04/hr | + Process, disk, memory, network, custom metrics |
| Full-Stack Monitoring | $58/mo per 8 GiB host | $0.01/GiB-hr | + APM, root cause, profiling, Kubernetes, OTLP |
| Model | Ingest | Retain | Query |
|---|---|---|---|
| Pay-per-Query | $0.20/GiB | $0.0007/GiB-day | $0.0035/GiB-scanned |
| Bundled Queries | $0.20/GiB | $0.02/GiB-day | Included (10-35 day retention) |
| Module | Rate | What it does |
|---|---|---|
| Runtime Vulnerability Analytics | $13/mo per 8 GiB host | Detects runtime vulnerabilities |
| Runtime Application Protection | $13/mo per 8 GiB host | Blocks exploitation attempts |
| Security Posture Management | $5/mo per host | CIS, NIST, HIPAA compliance |
| RUM | $2.25/1k sessions | Real user monitoring |
| RUM + Session Replay | $4.50/1k sessions | + visual replay |
Every observability vendor is shipping AI. The differentiation is in how they reason, not whether they use AI.
| Dimension | Dynatrace | Datadog | New Relic | PagerDuty |
|---|---|---|---|---|
| AI approach | Deterministic causation | Probabilistic (Watchdog) | Probabilistic (NRQL) | Multi-agent (MCP) |
| Root cause | Causal graph tracing | ML correlation | ML correlation | Agent orchestration |
| AI pricing | Included in subscription | Bits AI ~$20/seat add-on | Included (AIOps) | Advance $415/mo add-on |
| Agentic workflows | Preview (policy-guarded) | Runbook Automation (GA) | Vulnerability Mgmt | SRE Agent (GA) |
| MCP server | Yes (5 tools) | No | No | Yes (multi-agent protocol) |
| ITSM/PSA | No | No | No | No |
| MSP suitability | Low (enterprise) | Low (cloud-native) | Low (dev-focused) | Medium (incident response) |
| Acquired | What | Signal |
|---|---|---|
| DevCycle (2026) | Feature management platform (OpenFeature) | Progressive delivery for AI-native apps |
| Bindplane (2026) | Open-standards telemetry pipelines | Greater data flexibility, vendor-agnostic ingest |
Dynatrace is a $2B enterprise observability platform with world-class causal AI. It has nothing an MSP needs for service delivery.
Connects to ServiceNow and Jira for ticket creation, but no ConnectWise, Autotask, or HaloPSA. No multi-tenant client separation. No client billing workflows.
Monitors infrastructure but doesn't manage it. No NinjaOne, ConnectWise Automate, or Datto RMM integration. No patch management, no remote access triggers.
Can't attribute costs to individual clients. Can't markup AI resolution fees. Volume discounts require sales contact. No self-serve MSP pricing tier.
MCP server targets VS Code/Copilot users for AI coding agents. No ITSM-specific tools (create ticket, escalate incident, notify client).
| Issue | Target | Why |
|---|---|---|
| #7 | New Relic AI + Grok | Per-seat AI model, Grok integration, developer-first approach |
| #8 | BMC Helix + AEOps | Enterprise ITSM AI, closest to traditional ITIL workflows |
| #9 | Ivanti Neurons | ITSM + endpoint management AI, MSP-adjacent positioning |
| #10 | Kaseya + Datto AI | MSP-native vendor, Datto RMM AI features |
| # | Source | Date |
|---|---|---|
| [1] | Dynatrace MCP Server — docs.dynatrace.com | Sep 2025 |
| [2] | Dynatrace Intelligence Overview — docs.dynatrace.com | Jan 2026 |
| [3] | FY2026 Earnings Release — BusinessWire | May 13, 2026 |
| [4] | Dynatrace Assist — docs.dynatrace.com | Mar 2024 |
| [5] | Agentic & Generative AI Getting Started — docs.dynatrace.com | Sep 2024 |
| [6] | Dynatrace Pricing — dynatrace.com | Jun 2026 |
| [7] | Observability costs vs. AWS bill — r/sre | 2024 |
Method: SearXNG (Google+Bing+DDG) discovery → jina.ai content extraction → docs/help/blog deep-read. Dated citations cross-checked against live URLs. Claims without live source links are flagged as uncertain.