AWS Bedrock Agents vs LangGraph

Comprehensive side-by-side comparison — features, pricing, performance, and more.

Updated October 2026

AWS Bedrock Agents

Amazon Web Services

Automate multistep tasks with generative AI on Amazon Bedrock

Enterprise

82% verification coverage

LangGraph

LangChain

Agent orchestration framework for reliable AI agents

Open Source

80% verification coverage

Trust & Reliability

AWS Bedrock Agents

Customers (per vendor):Bundesliga, Epsilon, Robinhood

GDPR

SOC 2

HIPAA

LangGraph

Uptime:99.93%Status page

Users:100K-1M

Customers (per vendor):Klarna, Vanta, Rippling +7

GDPR

SOC 2

HIPAA

Overall Winner: LangGraph

6.9/10 vs AWS Bedrock Agents at 5.4/10

Leads in:

Customization

Support

Compliance & Data Protection

Scores are AI-estimated from publicly available data — not an independent test or a verified user rating. How we rank →

AI Comparison Summary

AWS Bedrock Agents

5.4

avg score

LangGraph

6.9

avg score

LangGraph leads overall — particularly in Customization and Support and 1 more.

AWS Bedrock Agents has an edge in Integration.

Based on 7 dimensions

Scores are AI-estimated from publicly available data — not an independent test or a verified user rating. How we rank →

Overall Winner

LangGraph

6.9 / 10

AWS Bedrock Agents

Best For

AWS customers automating multistep tasks with generative AI

Teams connecting agents to company systems, APIs and data sources

Businesses using multiple specialized agents on complex challenges

LangGraph

Best For

Developers building AI agents who need low-level control

Engineering teams building stateful, multi-actor LLM applications

Developers who need human-in-the-loop moderation and control over an agent's execution

Teams needing to debug and monitor agent runs with detailed step-by-step tracing

* Verdict is based on our algorithmic scoring of publicly available data. Learn about our methodology

AWS Bedrock Agents is best for

📊Data & Analytics7.0🤖Automation & Agents6.4🔍Research3.7

LangGraph is best for

🤖Automation & Agents7.5📊Data & Analytics7.0💻Coding & Dev6.0

Filter by your use case:

Limitations

AWS Bedrock Agents

Cons

Amazon Bedrock Agents Classic is no longer available to new customers

LangGraph

Cons

No cons listed yet.

Weighted Score — Adjust What Matters to You

Pick a profile or drag sliders — scores and radar update instantly on the right.

Quick profiles:

Ease of Use5

Customization5

Support5

Integration5

Compliance & Data Protection5

Performance5

Planning Quality5

Dimension Comparison

AWS Bedrock Agents

5.4

/ 10

LangGraph

6.9

/ 10

Clear winner

Dimension Breakdown

Ease of Use

How intuitive is onboarding, UI navigation, and day-to-day usage for the target audience?

AWS Bedrock Agents

3.0

LangGraph

3.0

Customization

Calculated

How much can users tailor workflows, settings, prompts, or outputs to their needs?

AWS Bedrock Agents

5.0

LangGraph

10.0▲ +5.0

Support

How strong is the documentation, customer support, community, and learning resources?

AWS Bedrock Agents

5.0

LangGraph

10.0▲ +5.0

Integration

Calculated

How well does it connect with other tools, APIs, and workflows?

AWS Bedrock Agents

6.0▲ +2.0

LangGraph

4.0

Compliance & Data Protection

Calculated

Compliance certifications and data-protection posture, counted from ten verified signals: SOC 2 Type II, GDPR compliance, HIPAA, WCAG AA/AAA, PII redaction, licensed-only training, a published sub-processor list, a downloadable DPA, not training on user data, and a documented deletion path

AWS Bedrock Agents

6.0

LangGraph

8.0▲ +2.0

Performance

Calculated

Latency + throughput speed

AWS Bedrock Agents

5.0

LangGraph

5.0

Planning Quality

Calculated

Multi-step planning depth + replanning capability

AWS Bedrock Agents

8.0

LangGraph

8.0

Calculated = derived from structured signals (integration count, API/open-source config, compliance certs, response-time). AI = LLM-assessed from public website content. Methodology

Task Performance

AWS Bedrock Agents

Task

LangGraph

8.0

Role Definition

4.0

8.0

Task Decomposition

6.0

8.0

Agent Coordination

8.0

6.0

Inter Agent Communication

7.0

8.0

Workflow Orchestration

9.0

8.0

Tool Use Delegation

7.0

State Management

10.0

4.0

Error Recovery

8.0

Observability

9.0

8.0

Scalability Throughput

7.0

8.0

Task Delegation

7.0

3.0

Parallel Execution

7.0

* Task scores (1–10) are algorithmically generated from publicly available data.

Data is sourced from public information and vendor websites. It may not always be up-to-date — verify pricing and features directly with the vendor before purchasing.Report inaccuracy

Frequently Asked Questions

Which is better, AWS Bedrock Agents or LangGraph?

Both are strong options. AWS Bedrock Agents is a strong choice, while LangGraph is a strong choice. The best choice depends on your specific use case, budget, and workflow requirements.

Is AWS Bedrock Agents cheaper than LangGraph?

AWS Bedrock Agents starts at free (enterprise model). LangGraph starts at free (open_source model). Use the Cost Calculator above for a detailed estimate.

What are the main differences between AWS Bedrock Agents and LangGraph?

AWS Bedrock Agents — "Automate multistep tasks with generative AI on Amazon Bedrock". LangGraph — "Agent orchestration framework for reliable AI agents". Key differences include their pricing models, platform support, integrations, and technical capabilities. See the Feature Comparison table above for a complete side-by-side breakdown.

Can I use AWS Bedrock Agents and LangGraph together?

Yes, many teams use both tools together for different purposes. Use the Stack Builder section above to combine AWS Bedrock Agents and LangGraph with other tools and save your AI toolkit.

Does AWS Bedrock Agents or LangGraph have a free plan?

AWS Bedrock Agents is a paid tool. LangGraph is a paid tool. Always verify current pricing directly with the vendor.

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