// research · 2026

State of Claude Agents
2026

The first comprehensive report on how engineering teams run Claude Code agents in production — what's working, what's breaking, and what separates disciplined operations from expensive chaos.

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73%

of teams running Claude agents have no audit trail

$4,200

average incident cost without a control plane

fewer production incidents with RBAC enforcement

340%

managed gateway adoption growth in 2026

what's-inside

60 pages of original research

Based on survey data from 500+ engineering teams, analysis of production agent incidents, and interviews with teams running 10+ concurrent agents.

Survey data from 500+ teams running Claude Code agents in production

Breakdown of the most common failure modes and their actual costs

Maturity model: where your team sits on the agent governance spectrum

Decision framework for choosing between DIY and managed control planes

Analysis of multi-agent orchestration patterns in the wild

Compliance readiness checklist for SOC 2, HIPAA, and GDPR with AI agents

key-findings

What we learned

Governance Gap

Most teams skip permissions with --dangerously-skip-permissions
Shared credentials make incident attribution impossible
Zero cost controls on autonomous agent sessions
No formal policy for what agents can access in production

Operational Patterns

Multi-agent orchestration is replacing single-agent workflows
Human-in-the-loop approval is the top-requested feature
Teams average 12 active agent sessions per day
Slack is the dominant channel for agent-human interaction

What Top Teams Do

Per-agent identity and least-privilege policies from day one
Immutable audit trails for every agent action
Budget alerts and session kill switches as standard practice
Managed control planes instead of DIY gateway scripts

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State of Claude Agents 2026