Augment Code vs LangGraph

A side-by-side look at pricing, capabilities, pros, cons, and our editorial scores.

	Augment Code Agents	LangGraph Agents
Tagline	Enterprise agent-orchestration platform for the software development lifecycle.	Stateful, graph-based agent orchestration from LangChain.
Category	Agents	Agents
Pricing	Paid· Business: $100/month · Enterprise: Custom	Freemium· Developer: $0 / seat · Plus: $39 / seat · Enterprise: Custom pricing
Model	Claude Opus, Claude Sonnet, Gemini, and open-source models via BYOK; routed by proprietary Prism model router	BYO (Claude / GPT / open)
Editorial score	—	8.8 / 10
Use cases	Automated pull-request reviewTest-coverage expansion on legacy codeIncident triage from Slack alertsSecurity vulnerability remediationPR authoring and description generationWork-item triage in JiraMulti-repo refactor orchestrationCI/CD-embedded agent workflowsCustom expert agent authoring	stateful agentshuman-in-loopproduction
Pros	Orchestrates multiple specialised agents rather than a single chat assistant, which scales better across large orgs Prism router picks a model per turn and reports 20-30% cost reduction versus single-model setups Proprietary Context Engine indexes large codebases structurally, cutting token spend without quality loss Deep enterprise posture: SOC 2 Type II on Business, plus CMEK, ISO 42001, SSO/SCIM and SIEM on Enterprise Deployment flexibility across laptop, cloud VM, Augment cloud, or self-hosted AWS/GCP BYOK support for Claude, Gemini and open-source models avoids vendor lock-in on inference Pre-built experts for code review, PR authoring, incident response and security remediation ship day one	Reliable, debuggable agent graphs Built-in persistence + HITL Production-grade Tight LangSmith integration
Cons	No public free tier; the $100/mo Business floor prices out solo devs and hobbyists Pitched at platform/DevEx teams, so individual engineers get less value than from Cursor or Copilot Cosmos is a young platform and the expert registry is still shallow versus mature CI/CD ecosystems Usage top-ups expire 12 months after purchase, which penalises bursty adoption No open-source release and no publicly documented REST API for third-party integrators	Steeper learning curve than CrewAI Verbose to set up
Website	www.augmentcode.com	www.langchain.com

Pick Augment Code if

✅ Orchestrates multiple specialised agents rather than a single chat assistant, which scales better across large orgs
✅ Prism router picks a model per turn and reports 20-30% cost reduction versus single-model setups
✅ Proprietary Context Engine indexes large codebases structurally, cutting token spend without quality loss
✅ Deep enterprise posture: SOC 2 Type II on Business, plus CMEK, ISO 42001, SSO/SCIM and SIEM on Enterprise

Pick LangGraph if

✅ Reliable, debuggable agent graphs
✅ Built-in persistence + HITL
✅ Production-grade
✅ Tight LangSmith integration

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