# Operate: AI tools > From the AI SDLC Landscape (https://aisdlclandscape.org/phases/operate). CC-BY-4.0. Data as of 2026-10-26. Observability, incident response and AI SRE agents. 14 tools list this as the main phase, and 10 more tools cover it. ## Main phase - [Causely](https://aisdlclandscape.org/tools/causely.md) (Causely): "Causal reasoning system that gives AI ops agents deterministic cause-and-effect context, so they stop guessing about production." - [Cleric](https://aisdlclandscape.org/tools/cleric.md) (Cleric): "Follows every change after merge, verifies its effect under real production traffic and investigates before it becomes an incident." - [Dash0 (Agent0)](https://aisdlclandscape.org/tools/dash0.md) (Dash0): "OpenTelemetry-native observability with AI agents: watches the agents writing your code and fixes problems in production." - [Datadog (Bits AI)](https://aisdlclandscape.org/tools/datadog-bits.md) (Datadog): "Cloud monitoring and security platform; Bits AI runs incident tasks, writes postmortems and, as Bits AI Dev Agent, suggests tests for uncovered code." - [Dynatrace](https://aisdlclandscape.org/tools/dynatrace.md) (Dynatrace): "Observability built for the age of AI: deterministic AI and AI agents that prevent problems and coordinate action across clouds." - [incident.io](https://aisdlclandscape.org/tools/incident-io.md) (incident.io): "AI software reliability platform unifying on-call, agentic root cause analysis, incident response and status pages." - [Komodor](https://aisdlclandscape.org/tools/komodor.md) (Komodor): "Agentic operations platform for production Kubernetes: build, run, optimise and govern, with an AI SRE for root cause." - [NeuBird (Production Ops Agent)](https://aisdlclandscape.org/tools/neubird.md) (NeuBird AI): "Production Ops Agent: does what an AI SRE does, then prevents downtime before the page and resolves what gets through." - [New Relic](https://aisdlclandscape.org/tools/new-relic.md) (New Relic): "AI-powered observability platform that correlates telemetry across the stack, with an SRE Agent to isolate and resolve issues." - [PagerDuty](https://aisdlclandscape.org/tools/pagerduty.md) (PagerDuty): "AI-first operations platform: AI agents automate incident toil so teams resolve faster and learn from each incident." - [Resolve AI](https://aisdlclandscape.org/tools/resolve-ai.md) (Resolve AI): "AI SRE platform that goes on call on your behalf and autonomously resolves incidents." - [Rootly](https://aisdlclandscape.org/tools/rootly.md) (Rootly): "AI-native incident management: an AI SRE that helps diagnose and remediate issues, with on-call and response in Slack or Teams." - [Sentry (Seer)](https://aisdlclandscape.org/tools/sentry-seer.md) (Sentry): "Error monitoring and tracing for developers; the Seer AI debugging agent uses logs, commits, traces and stack traces to fix issues." - [Traversal](https://aisdlclandscape.org/tools/traversal.md) (Traversal): "The AI SRE for complex systems: triages alerts, finds root cause and resolves incidents at petabyte scale." ## Also covers this phase - [Aikido Security](https://aisdlclandscape.org/tools/aikido.md) (Aikido Security): "Continuous, autonomous security for what developers build, ship and run: code, dependencies, containers, cloud and AI pentests." - [ArmorCode](https://aisdlclandscape.org/tools/armorcode.md) (ArmorCode): "Agentic AI platform for unified exposure management: an independent control plane where AI agents find, prioritise and fix vulnerabilities." - [env zero](https://aisdlclandscape.org/tools/env0.md) (env0): "The autonomous cloud control plane for the AI era: unifies declared and discovered state so agents can reason and act with guardrails." - [Factory (Droids)](https://aisdlclandscape.org/tools/factory.md) (Factory): "Factory Droids automate coding, testing and deployment for startups and enterprises; also ships code review and a living AutoWiki per repository." - [Firefly](https://aisdlclandscape.org/tools/firefly.md) (Firefly): "Cloud resilience: codifies infrastructure, enforces policy with AI SRE and agent remediation, and recovers from attacks, outages and agent errors." - [Harness](https://aisdlclandscape.org/tools/harness.md) (Harness): "The Autonomous SDLC Platform: agents for your software factory across CI, CD, testing, security and runtime protection." - [LaunchDarkly](https://aisdlclandscape.org/tools/launchdarkly.md) (LaunchDarkly): "Runtime control for AI-era software: feature flags and AI agent control, remediating failing code and misbehaving agents in production." - [Port](https://aisdlclandscape.org/tools/port.md) (Port): "The agentic SDLC platform for building your own AI software factory, with context, agent management and governance." - [StackGen](https://aisdlclandscape.org/tools/stackgen.md) (StackGen): "Autonomous operations factory for DevOps and SRE: Aiden agents provision, deploy and run infrastructure." - [Vercel](https://aisdlclandscape.org/tools/vercel.md) (Vercel): "Agentic infrastructure: the autonomous stack for every app and agent, from the team behind v0 and Next.js." Claims are each vendor's own words. Every fact on a tool's page links to its source.