Adopt AI + LangChain From Prototypes to Production

LangChain gives teams a powerful open-source framework for building agentic logic. Adopt adds the operational backbone—observability, governance, security, deployment, and outcomes—so those agents run safely at enterprise scale.

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Why Adopt + LangChain?

Keep prototyping with LangChain. Adopt AI makes it enterprise-ready.

LangChain has become the foundation for many AI developers and research teams, providing a flexible open-source framework for building, chaining, and orchestrating intelligent agents.

Adopt AI complements this ecosystem by taking LangChain-based prototypes and making them production-ready—with observability, governance, security, and enterprise-grade orchestration built in.

Rather than replacing LangChain, Adopt acts as the operational layer that helps product and engineering teams deploy, monitor, and scale agentic experiences safely across complex environments.

Together, they bridge the gap between what’s possible in development and what’s dependable in production.

Use Cases

LangChain Alone vs LangChain with Adopt AI

Supported manually / framework-level

Supported via extension or separate paid tool (LangSmith, LangGraph)

Native / turnkey / automated through Adopt

Capability / Area

LangChain
(Framework + Ecosystem)

Adopt AI Platform

LangChain + Adopt Together

Zero-Shot Agent Builder

Manual composition using langgraph or runnable agents; no visual builder.

Visual zero-shot agent builder with testing, analytics, and deployment.

Core Combine LangChain’s modular logic with Adopt’s orchestration and observability.

Observability & Tracing

Via LangSmith (paid) for developer-level tracing and logging.

Built-in dashboards, logs, and analytics for real user interactions.

LangSmith for dev traces + Adopt for production observability and performance tracking.

Multi-Agent Orchestration

Available through LangGraph (state persistence, coordination).

Native orchestration with cognition, monitoring, and retry patterns.

LangGraph logic + Adopt runtime control for multi-agent reliability.

Memory & Context Management

Memory modules (ConversationBufferMemory, VectorStoreMemory, etc.) — manually managed.

Native orchestration with cognition, monitoring, and retry patterns.

LangGraph logic + Adopt runtime control for multi-agent reliability.

Tool & API Integration

500+ ecosystem integrations requiring manual setup (Salesforce, ServiceNow, etc.).

Zero-Shot API Ingestion (ZAPI) auto-discovers and structures APIs securely.

LangChain’s extensible tools + Adopt’s automated ingestion and compliance governance.

Action Generation /Automation

Manual chaining or code composition.

Zero-Shot Action Generation (ZACTION) auto-builds executable workflows.

LangChain defines logic → Adopt operationalizes and automates execution.

Outcome-Focused Automation

Possible with orchestration but not native.

Built-in performance metrics, ROI dashboards, and KPI alignment.

LangChain drives functional logic; Adopt aligns automation to measurable business outcomes.

Scalability & Reliability

Depends on host infra; no built-in scaling, retry, or error recovery.

Production-grade scaling, retry logic, and error-compounding mitigation.

LangChain agents scale seamlessly under Adopt’s managed runtime and observability layer.

Lifecycle Management &Continuous Improvement

Partial via LangSmith for developer tracing and debugging.

Continuous monitoring, debugging, and retraining in production.

LangChain enables iteration; Adopt closes the loop with live optimization.

Knowledge Base & Grounding

RAG loaders and retrievers; manual knowledge management.

Structured Knowledge Base with versioning, policies, and real-time grounding.

LangChain builds RAG logic; Adopt ensures governed, dynamic grounding.

Security & Authentication

Token-based access; relies on host app for session management and CSP.

CSP-compliant SDK, secure license keys, and token lifecycle methods (init, boot, shutdown).

LangChain logic + Adopt runtime security and session protection.

Governance & Compliance

LangChain Platform (not OSS) adheres to SOC 2 / ISO / GDPR.

SOC 2 Type 2 + ISO certified; GDPR/CCPA compliant; on-prem Helm deployment.

Adopt provides verified governance and deployment assurance for LangChain-built systems.

Deployment Options

Local or LangServe; limited scaling/monitoring.

SDK, API Wrapper, MCP Server, and Helm for on-prem deployments.

LangChain handles local/logic; Adopt operationalizes secure global rollout.

Enterprise Integrations (ERP, CRM, ITSM)

Broad integrations via community packages; manual configuration.

Deep enterprise connectors (NetSuite ERP, Jira, Zendesk, Workday).

LangChain connects; Adopt secures and governs the integrations.

Developer Enablement& Sandbox Ecosystem

Open-source tools, templates, and guides.

Playground Profiles, Chrome extension, and SDK testing environments.

Build in LangChain; validate and iterate in Adopt’s sandbox before production.

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Differentiators

How Adopt AI Extends LangChain

Keep building with LangChain — Adopt makes it production-ready.

Adopt X Langchain

LangChain provides the agent engineering platform and open source frameworks developers need to ship reliable agents fast.

Adopt X Crew AI

CrewAI makes it easy for anyone to build and manage collaborative AI agents that can be trusted to perform complex tasks autonomously, and at scale.

Adopt X AutoGen

AutoGen is an open-source programming framework for building AI agents and facilitating cooperation among multiple agents to solve tasks.

Adopt X AutoGen

AutoGen is an open-source programming framework for building AI agents and facilitating cooperation among multiple agents to solve tasks.

Adopt X AutoGen

AutoGen is an open-source programming framework for building AI agents and facilitating cooperation among multiple agents to solve tasks.

Use Cases

What Adopt AI + LangChain Unlocks

From open-source flexibility to enterprise automation

Rapid Prototyping to Production

Keep prototyping with LangChain. Deploy the same workflows as zero-shot agents in Adopt.

Automated Enterprise Workflows

Extend LangChain chains into end-to-end cross-app workflows (ITSM, finance, CX).

Context-Aware Agents

Adopt provides memory and governance so LangChain-based agents adapt securely in production.

Compliance-Ready Deployments

Take open-source innovation into regulated industries with enterprise-grade certifications.

Trusted by Leading Enterprises

SaaS, financial services, and technology leaders rely on Adopt to drive intelligent automation at scale.