Platform Directory

Browse detailed analysis of AI platforms by category.

Scope: Neutral index only — lists each platform by archetype and provides one‑line summaries (A–Z) for quick scanning. See each linked page for deep dives, evidence, and scores.

🔭 Observability‑First

⚙️ Provisioning‑Focused

👨‍💻 Developer‑Centric & Frameworks

🏢 Enterprise Orchestrators

📊 Data & MLOps

🎯 Specialized Domain

Neutral one‑line summaries (A–Z)

  • Atlassian Rovo Dev — Developer‑centric coding/PR automation that links Jira↔Docs↔Code; infrastructure ops are out of scope.
  • AWS Strands SDK — Code‑first agent framework to plan/act with tools on AWS with OTel traces; bring your own knowledge layer.
  • Cisco Splunk AI Agents — Agents embedded in Splunk for telemetry, anomaly/RCA, and playbook‑driven remediation across Cisco/Splunk ecosystem.
  • Databricks Agent Bricks — Lakehouse‑native agent evaluation and guardrails with MLflow traces; not intended for infra ops.
  • Datadog Bits AI & Agents — Hypothesis‑driven triage/RCA and incident comms over unified Datadog telemetry; can suggest runbooks/PRs.
  • Dataiku AI Agents — Governed agents for data workflows with Trace Explorer; strong tracing/guardrails, limited direct provisioning.
  • DuploCloud AI Help Desk — Ticket‑driven DevOps agents with Terraform‑backed provisioning and rollback in the DuploCloud context.
  • Dynatrace Davis AI — Causal correlation/RCA over full‑stack telemetry, producing “Davis problems” with evidence; remediation via workflows.
  • Elastic AI Assistant — ESRE‑grounded explanations and query suggestions inside Elastic Observability with runbook proposals.
  • GitHub Copilot Coding Agent — Async cloud agent that fixes code/tests and opens PRs; infrastructure changes are PR‑only.
  • Google Vertex AI Agent Builder — No‑code/ADK for conversational and multi‑agent apps with webhooks/GCP actions; ops via external services.
  • IBM AskIAM — IAM‑focused assistant for requests/approvals and cross‑system provisioning; limited deep infra observability.
  • JFrog Fly (Agentic Repository) — Agent‑aware artifact/release governance with policy/evidence events; not a runtime ops console.
  • Kagent (Solo.io) — Kubernetes‑native agents orchestrating K8s/Prom/Grafana/Helm/Argo for diagnostics and guarded actions.
  • Kuberns Platform — Managed PaaS with AI‑assisted deployment/ops; third‑party validation is currently limited.
  • Microsoft Azure AI Agent Service (Foundry) — Enterprise service to build/orchestrate multi‑agent workflows with AgentOps and Logic Apps tools.
  • Microsoft Azure Copilot (Agent Mode) — VS Code operator that generates/edits Bicep and runs Azure CLI under RBAC with explicit confirmations.
  • New Relic AI — Natural‑language telemetry queries, NRQL generation, and change‑aware analysis; advisory only (no direct apply).
  • Opsera Hummingbird (Unified Insights) — Unified DevOps insights/DORA metrics with recommendations; actions routed via integrations.
  • PagerDuty AIOps — Incident intelligence for noise reduction, correlation, comms drafts, and safe diagnostics/remediations via Automation Actions/Rundeck.
  • Qovery AI Migration Agent — Scans apps and outputs Terraform/Dockerfiles for cloud migration; produces artifacts, not live changes.
  • Salesforce Agentforce (OpsAI) — Data Cloud‑backed agents for ops flows with actions via Flows/MuleSoft and Command Center observability.
  • ServiceNow AI Agent Orchestrator — Multi‑agent workflows across ITSM/ITOM with CMDB/OTel mapping; provisioning through runbooks/integrations.
  • Snowflake Cortex Agents — Data‑centric agents orchestrating Analyst/Search with tools/LLMs; infrastructure AIOps out of scope.
  • Termius — Gloria — SSH‑native assistant to run services/commands and manage Docker on hosts; early provisioning features.
  • Zencoder AI Agents — CI‑centric autonomous code fixers that diagnose failing pipelines and open PRs.

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