For teams scaling AI agents in production
OpenClaw Is Powerful, but Enterprises Need Adopt AI

OpenClaw set the bar for personal AI agents. Adopt AI raises it for enterprises. Same agentic power, plus the security, compliance, and observability your team demands.

OpenClaw Wasn’t Built for Enterprise

It's a brilliant personal AI agent - but personal and enterprise are fundamentally different. Here's what's missing when you try to run OpenClaw in a production business environment.

No Access Controls

No RBAC, no scoped permissions, no role-based policies. Anyone with access to the instance has full access to everything - APIs, data, and actions.

No Audit Trails

No centralized logging of what the agent did, when, or why. If compliance asks for a record of AI actions, there's nothing to show them.

Manual Integrations

Every integration is hand-coded as a skill. No auto-discovery, no governed connectors. When APIs change, skills break - with no auto-repair.

Prompt Injection Risks

Cisco and CrowdStrike have documented prompt injection vulnerabilities. The community skills marketplace lacks security vetting. No built-in defense.

No Multi-Tenancy

Single-user, single-instance by design. Can't serve multiple customers, teams, or departments from a shared deployment. Not architected for scale.

No Observability

No dashboards, no telemetry, no monitoring. You can't see what your agent is doing, how it's performing, or where it's failing in production.

Capability
Adopt AI
Enterprise-Grade AI Agent
Openclaw
Personal AI Assistant
AGENT CAPABILITIES
Our foundational technology that transforms your applications by enabling automated actions, deep reasoning, and intelligent automation.
Multi-Channel Messaging
(WhatsApp, Slack, Telegram, Discord, etc.)
Browser Automation & Web Interaction
Automated web browsing, form filling, and data extraction.
Proactive Scheduling & Cron Jobs
Scheduled tasks, background monitoring, and event-driven triggers that run autonomously without user prompts.
Persistent Long-Term Memory
Enterprise knowledge graph plus persistent conversation memory that makes agents smarter with every interaction.
Yes, but with some limitations
Voice Interaction (TTS/STT)
Speech-to-text and text-to-speech for voice-driven agent interactions across platforms.
Extensible Skills / Plugins
Governed, curated skill library with version control - not an unvetted community marketplace.
Multi-Model Support
(Claude, GPT, Gemini, etc)
Model-agnostic architecture with intelligent tiering for cost vs. performance optimization.
ENTERPRISE INFRASTRUCTURE
Our foundational technology that transforms your applications by enabling automated actions, deep reasoning, and intelligent automation.
Zero-Shot API Discovery (ZAPI)
Auto-discovers APIs from live applications without SDKs or code changes. Maps your entire system in hours.
Auto Action Generation (ZACTION)
Converts discovered APIs into validated, governed, executable actions — automatically. No manual scripting.
No-Code Agent Builder
Build and deploy AI agents using natural language and visual tools. No engineering required.
Supported via Text. No visual builder.
500+ Pre-built MCP Connectors
~50 community supported
In-App SDK Deployment
(Sidebar, Search, Widgets)
Embed agents directly inside your product as sidebars, search bars, or homepage widgets.
Multi-Step Workflow Orchestration
Unified orchestration engine for complex, multi-system workflows with built-in error handling and retry logic.
Basic
Model Tiering & Cost Optimization
Automatically routes tasks to the right model based on complexity, latency, and cost requirements.
SECURITY & GOVERNANCE
Our foundational technology that transforms your applications by enabling automated actions, deep reasoning, and intelligent automation.
RBAC & Scoped Permissions
Role-based access controls with scoped permissions. Define exactly who can do what, with which systems.
Full Audit Trails
Complete, tamper-proof logs of every agent action — what it did, when, why, and what data it touched.
Guardrails & Policy Engine
Define operational boundaries, input validation rules, and output constraints that agents cannot override.
Human-in-the-Loop Approvals
Route high-risk or sensitive actions to human reviewers before execution. Configurable per workflow.
Prompt Injection Defense
Platform-level input sanitization, output filtering, and adversarial testing.
SOC 2 Type II
Independently audited security controls for data handling, access, and availability.
HIPAA / GDPR / CCPA / ISO 27001
Full compliance framework for healthcare, financial, and international data privacy requirements.
PRODUCTION OPERATIONS
Our foundational technology that transforms your applications by enabling automated actions, deep reasoning, and intelligent automation.
Dashboards & Analytics
We strategically align the Adopt AI platform's enhancement roadmap directly with your specific business goals, ensuring continuous feature development and value delivery that grows in parallel with your strategy.
Real-Time Monitoring & Telemetry
Real-time dashboards showing agent performance, usage patterns, error rates, and business impact.
Secure Cloud Deployment
Deploy on Adopt's cloud, your VPC, or fully on-prem.
Self-Hosted only
Evaluation & Drift Detection
Automated eval suites detect when agent behavior drifts from expected outcomes. Catch issues before users do.
Enterprise SSO & Identity
SAML, OIDC, and SCIM support. Integrate with your existing identity provider — Okta, Azure AD, Google Workspace.
One Platform. Five Agent Types.

Purpose-built agents for real enterprise workflows - not just chat.

CRUD Agents

Create, read, update, reconcile, enrich, and migrate data across your systems.

Reasoning Agents

Summarize information, compare options, and create recommendations using contextual data.

Triggered Background Agents

Respond to webhooks, schedules, alerts and system events.

Long-Running Agents

Maintain state across multi-hour or multi-stage workflows spanning multiple systems or approvals.

Goal-Oriented Agents

Pursue business outcomes with verification and guardrails that ensure safe, predictable execution.

Everything You Need. Nothing You Have to Build.

Adopt AI was built from the ground up for enterprise agentic AI. Every capability you see in open-source agents - we've built natively, with production infrastructure underneath.

Core Platform
Zero-Shot API Discovery
ZAPI automatically discovers APIs from live applications - no SDKs, no code changes, no reverse engineering. Your agent understands your entire system in hours, not months.
Core Platform
Auto Action Generation
ZACTION converts discovered APIs into validated, governed actions with inputs, outputs, constraints, and guardrails. No manual scripting. Continuously verified.
Core Platform
Enterprise Governance
RBAC, scoped permissions, policy engine, human-in-the-loop approvals, and full audit trails on every action. Compliance teams get the visibility they need.
Agent Capability
Multi-Channel Presence
Your agents live where your users are — WhatsApp, Slack, Telegram, Discord, MS Teams, iMessage, Google Chat, and more. Plus in-app SDK for embedded experiences.
Agent Capability
Browser Automation
Full web interaction: form filling, data extraction, site navigation, OAuth provisioning. Your agent can operate any web application just like a human would.
Agent Capability
Proactive Intelligence
Scheduled tasks, background monitoring, cron-based workflows. Agents don't just respond - they independently assess situations and take action before you ask.
Core Platform
Full Observability
Built-in dashboards, real-time telemetry, action-level logging, performance analytics, and drift detection. See everything your agents do in production.
Core Platform
500+ MCP Connectors
Pre-built, maintained, and governed connectors for enterprise systems - CRMs, ERPs, databases, SaaS tools. No manual integration work required.
Agent Capability
Persistent Memory
Enterprise knowledge layer with auto-indexed APIs, documents, & entity relationships. Plus persistent memory that makes your agents smarter over time.
Safety, Guardrails & Governance at the Heart

Enterprise controls for mission-critical automation - PII protection, scoped credentials, policy gates, change windows, and complete audit trails.

Safety & Policies

Define operational boundaries and permissions for how agents interact with systems.

Observability & SLOs

Monitor execution details, performance metrics, traces, and outcomes.

Human-in-the-Loop Approvals

Escalate exceptions or gated tasks to humans without losing workflow continuity.

Key Runtime Metrics

Track success rates, exception frequency, cost per run, and Mean Time to Resolution (MTTR).

Rate Protection

Apply throttling, quotas, and downstream system safeguards automatically.

Versioning

Roll back logic or promote new versions with confidence.

Ready to Put Agents in Production?

Get every agent capability you want — with the governance, security, and scale your enterprise demands. No duct tape required.