Adaptive | AI Agent Infrastructure

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 sprawlStanding privilegesShadow accessNo session auditUnscoped permissions

Hover an agent or resource to see how access flows today.

The solution

The trust layer for privileged agents in production

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.

Across modalities

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 Code4 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

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/

deployment.yaml

service.yaml

main.tf

deployment.yaml

1resource "aws_eks_cluster" "prod" {

2name = "payments-prod"

3role_arn = aws_iam_role.cluster.arn

4version = "1.29"

7resource "null_resource" "drop_legacy_db" {

8provisioner "local-exec"

guardrail · destructive resource blocked at plan-time

Terminal — sandbox/api

claude-code

codex

cursor

opencode

✦Welcome to Claude Code4 agent sessions · all sandboxed

Sonnet 4.6 · sandbox sb_a4f2e9 · type /help for commands

> /review pr 482

⠋ reading 14 files...

✓ 3 suggestions ready

Adaptive trust layer

same · every surface

Per-agent identitySandboxed runtimeScoped credentialsAction guardrailsEgress controlSigned audit trail

Adaptive trust layer · same boundary every surface

Per-agent identitySandboxed runtimeScoped credentialsAction guardrailsEgress controlSigned 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.

Customer support

AI on critical systems

Run support copilots against production databases without standing credentials. JIT access, per-ticket scopes, full audit.

Infra automation

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.

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.

Adaptiveharness

Live

OpenAI

gpt-5

speed

fast

cost

accuracy

high

best for

Function callingStructured outputTool use

applied policies

✓Per-agent identity

✓Sandboxed runtime

✓Scoped credentials

✓Action guardrails

✓Egress control

✓Signed audit trail

● connected

OpenAIpolicy v9.2

Adaptive

Window

Help

Live14:22

Openclaw

v1.4.0

✦openclawsandboxed · brokered

session sb_a4f2e9 · provider openai

> structured extraction · invoice batch

⠋ dispatching to gpt-5...

✓ identity verified

✓ guardrails attached

✓ response signed · audit ledger #28401

adaptive-router · openai

routing

function call

extract_invoice({
  vendor: "Acme Corp",
  total: 14820.50,
  tax:   1185.64,
  due:   "2026-03-15"
})

schema

✓strict json · 4/4 fields valid2.4kb

response

✓200 OK·1.3s·482 tokens

OpenAI

gpt-5

speed

fast

cost

accuracy

high

best for

Function callingStructured outputTool use

applied policies

✓Per-agent identity

✓Sandboxed runtime

✓Scoped credentials

✓Action guardrails

✓Egress control

✓Signed audit trail

also routes to

● connectedpolicy v9.2

Integrates with your existing infrastructure

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

Integrations96+ supported

PostgreSQL

MySQL

MongoDB

MongoDB Atlas

Redis

MariaDB

Oracle

SQL Server

CockroachDB

ClickHouse

Cassandra

ScyllaDB

YugabyteDB

Elasticsearch

Neo4j

DynamoDB

Apache Druid

ProxySQL

RabbitMQ

Kafka

AWS

AWS EC2

AWS ECS

AWS Lambda

View all integrations