Adaptive | Govern and Control AI Agents

Run privileged agents in production.
Trusted agent harness with control and visibility into every tool call and reasoning.
No dropped databases, no deleted infrastructure, no unintended actions.

The problem

Running agents is easy, governing them isn't.
97% of enterprises are already running AI agents, but only 12% have centralized control over them. Without centralized control and visibility, running agents in production isn't viable.

• Credential sprawl
• Standing privileges
• Shadow access
• No session audit
• Unscoped permissions

AGENTS RESOURCES NO CONTROL PLANE

Claude Code
6 open
Codex
Automations
Workloads
Postgres
Kubernetes
S3
APIs
Browser
Secrets
Snowflake

Claude Code holds 6 standing connections — no expiry, no scope, no session audit.

The solution

The trust layer for privileged agents in production

ADAPTIVE'S AGENT HARNESS Human RESOURCES
Claude Code, Codex, Automations, Workloads
Controls, guardrails, Visibility
Audit · replay
Adaptive's Trust Layer
Isolate · authenticate · audit
Postgres
Kubernetes
S3
APIs
Browser
Secrets
Snowflake

Identity and Access

Unique identity for every agent before it touches production. No shared service accounts.

Runtime Isolation

Sandboxed, ephemeral sessions with brokered connections. Agents never see raw secrets.

Guardrails and Authorization

Fine-grained authorization per agent and resource. Guardrails block dangerous actions before they run.

Auditability and Observability

Every action tied to the agent identity. Session replay and logs ready for SIEM and compliance.

Trusted environments for agents across all modalities

The agent surface keeps changing. The boundary doesn't. Three surfaces — agent harness, browser, infrastructure — one trust layer.

01 / 03 Agent harness

Every agent, sandboxed in your infrastructure. Isolate agents in ephemeral environments with fine-grained controls and guardrails, full visibility into every query and command, no secrets exposed, all running in your infrastructure.

Claude Code
Codex
Cursor

Terminal — sandbox/api

claude-code
codex
cursor

opencode

✦ Welcome to Claude Code 4 agent sessions · all sandboxed
Sonnet 4.6 · sandbox sb_a4f2e9 · type/help for commands

/review pr 482

⠋ reading 14 files...

✓ 3 suggestions ready

02 /03 Browser security

Every browser, an enterprise browser. Turn any browser into an enterprise browser with isolation, URL filtering, and session controls, with full visibility into which agents are running and how they interact with critical applications.

Chrome
Firefox
Safari
Edge

HContact · Acme Corp ×

Salesforce

• ←→↻
  app.hubspot.com/contacts/482991
  DLP active
  Contact · Acme Corp
  read-only
  Email
  j•••••@acme.com
  Phone
  redacted
  Plan
  Enterprise
  MRR
  redacted
  agent action: summarize · scope= read-only

03 / 03 Infrastructure access

Just-in-time access. Every action, attributed. Grant just-in-time access to VMs, databases, clusters, and infrastructure. Every session brokered via an isolated container, every action attributable to a human identity.

Kubernetes
Postgres
AWS
GitHub

main.tf — payments-prod

Explorer
▾ payments-prod
main.tf
variables.tf
outputs.tf
▾ k8s/
dependency.yaml
service.yaml
main.tf
dependency.yaml
1resource "aws_eks_cluster" "prod" {
2 name= "payments-prod"
3 role_arn= aws_iam_role.cluster.arn
4 version= "1.29"
5}
6
7resource "null_resource" "drop_legacy_db" {
8 provisioner "local-exec"
guardrail · destructive resource blocked at plan-time

Terminal — sandbox/api

claude-code
codex
cursor

opencode

✦ Welcome to Claude Code 4 agent sessions · all sandboxed
Sonnet 4.6 · sandbox sb_a4f2e9 · type/help for commands

/review pr 482

⠋ reading 14 files...

✓ 3 suggestions ready

HContact · Acme Corp ×

Salesforce

• ←→↻
  app.hubspot.com/contacts/482991
  DLP active
  Contact · Acme Corp
  read-only
  Email
  j•••••@acme.com
  Phone
  redacted
  Plan
  Enterprise
  MRR
  redacted
  agent action: summarize · scope=read-only

Adaptive trust layer

same · every surface

• Per-agent identity
• Sandboxed runtime
• Scoped credentials
• Action guardrails
• Egress control
• Signed audit trail

Adaptive trust layer · same boundary every surface

• Per-agent identity
• Sandboxed runtime
• Scoped credentials
• Action guardrails
• Egress control
• Signed audit trail

Use cases

Where teams put agents to work

• infra automation
  Agent harness for Infrastructure Automation
  Isolated sandboxes, scoped repo access, policy-aware shells, and automatic teardown for Claude Code, Codex, and other coding agents.
  ISOLATED · TTL 28:14~/sandbox/api · claude-sonnet123456$claudesession sb_a4f2e9 · ready>/review pr 482
  ⠋ reading 14 files...>repo: org/apishell: deny(rm,curl,ssh)net: github.com

• Customer support
  AI on critical systems
  Run support copilots against production databases without standing credentials. JIT access, per-ticket scopes, full audit.

• SRE Agents
  Ops workflows across SSH, Kubernetes, and cloud APIs through zero-trust tunnels — no static secrets, every action logged.

• Data & analytics
  Agents querying warehouses
  Scope agents to specific schemas and row-level policies. Review every query, redact sensitive fields, revoke instantly.

• Security triage
  SOC copilots in the loop
  Let agents investigate SIEM alerts with read-only access to logs and assets. Escalate findings with full reasoning trails.

• Incident response
  Autonomous incident response
  Break-glass identities for agents responding to incidents. Time-boxed privilege, reviewer sign-off, audit-ready transcripts.
  !SEV-2 · 02:14 UTC agent triagesscope: logs, assets · 15mbreak-glass requested reviewer: on-call SOC contained transcript signed · audit ready

• DevOps
  Agents in CI/CD pipelines
  Grant deploy agents ephemeral cloud credentials scoped to a single release. Every artifact and command signed and traceable.

• Quality assurance
  Autonomous Testing
  Run test agents in isolated environments with deterministic replay, scoped credentials, and full traces of every action and assertion.

• CRM agents
  Agents on HubSpot and Salesforce
  Enforce data use controls, block unauthorized exports, and capture every session end to end.

• Data privacy
  Protect PII and PHI
  Apply masking policies across databases so agents and users get access while sensitive fields stay protected, no application changes.

• Threat hunting
  Proactive investigation
  Give hunters and their agents read access across telemetry with query budgets, masking, and reviewable audit trails.

• Compliance
  Continuous controls audits
  Agents collect evidence for SOC 2, ISO, and HIPAA audits against real systems — without persistent credentials.

Across model providers

Trust harness for multi-model AI.

Adaptive's trust layer lets organizations bring OpenAI, Anthropic, Google, and others under one harness — so the right model runs the right workflow, with consistent guardrails and audit trails across all of them. Switch providers as the landscape evolves, without re-architecting your security posture.

Adaptive harness Live

OpenAI
Anthropic
Google
Mistral

Integrates with your existing infrastructure

98+ integrations across databases, cloud, Kubernetes, network appliances, and identity providers.