LangChain Agents vs LlamaIndex

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

Data last refreshed October 2026

LangChain Agents

LangChain, Inc.

Observe, Evaluate, and Deploy Reliable AI Agents

Freemium

84% verification coverage

LlamaIndex

LlamaIndex Inc.

AI Agents for Document OCR + Workflows

Freemium

82% verification coverage

Trust & Reliability

LangChain Agents

Uptime:99.97%Status page

Users:10M-50M

Customers (per vendor):Klarna, Vanta, Clay +6

GDPR

SOC 2

HIPAA

LlamaIndex

Uptime:99.99%Status page

Users:100K-1M

Customers (per vendor):Jeppesen (a Boeing Company), NTT Data, Carlyle

GDPR

SOC 2

HIPAA

Too Close to Call

LlamaIndex (6.8) vs LangChain Agents (6.7) — difference of 0.2 points

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

AI Comparison Summary

LangChain Agents

6.7

avg score

LlamaIndex

6.8

avg score

Both tools score very similarly overall — the best choice depends on your specific priorities.

Based on 6 dimensions

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

Too close to call — it's a tie

LangChain Agents

Best For

Developers building long-running agents for complex tasks

Teams needing to debug and monitor AI applications in production

Organizations requiring custom hosting and security for agents

Startups building agentic applications seeking discounted rates

LlamaIndex

Best For

Engineering and R&D teams accelerating product development

Administrative operations streamlining business processes

Financial analysts building AI-powered financial models

Insurance companies automating claims and underwriting

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

LangChain Agents is best for

🎧Customer Support9.0🤖Automation & Agents7.5💬Chat & Conversation5.0

LlamaIndex is best for

✍️Writing & Content7.0🤖Automation & Agents6.2🔍Research5.8

Filter by your use case:

Limitations

LangChain Agents

Cons

Tuned Evaluators are currently in public beta for Plus and Cloud Enterprise plans in the US only
Developer plan is limited to 1 seat
Developer plan Fleet usage pauses new runs after 7 LSUs/month until allowance resets or upgrade
Plus plan Fleet usage is limited to 37 LSUs/month before additional billing
Sandboxes are limited to 10 per user on Plus plan

LlamaIndex

Cons

LlamaParse is a commercial platform and not open source, though LlamaIndex and Workflows are open source projects.
Bonus credits on the Pro plan expire immediately upon downgrade and require a business email domain.

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

LangChain Agents

6.7

/ 10

LlamaIndex

6.8

/ 10

Your pick

Dimension Breakdown

Ease of Use

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

LangChain Agents

2.0

LlamaIndex

3.0▲ +1.0

Customization

Calculated

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

LangChain Agents

10.0

LlamaIndex

10.0

Support

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

LangChain Agents

10.0

LlamaIndex

10.0

Integration

Calculated

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

LangChain Agents

5.0

LlamaIndex

5.0

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

LangChain Agents

8.0

LlamaIndex

8.0

Performance

Calculated

Latency + throughput speed

LangChain Agents

5.0

LlamaIndex

5.0

Planning Quality

Calculated

Multi-step planning depth + replanning capability

LangChain Agents

—

LlamaIndex

—

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

LangChain Agents

Task

LlamaIndex

7.0

Role Definition

6.0

8.0

Task Decomposition

6.0

8.0

Agent Coordination

6.0

7.0

Inter Agent Communication

5.0

9.0

Workflow Orchestration

8.0

Tool Use Delegation

7.0

9.0

State Management

7.0

Error Recovery

6.0

9.0

Observability

7.0

8.0

Scalability Throughput

7.0

8.0

Task Delegation

6.0

7.0

Parallel Execution

6.0

* 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

What are the main differences between LangChain Agents and LlamaIndex?

LangChain Agents — "Observe, Evaluate, and Deploy Reliable AI Agents". LlamaIndex — "AI Agents for Document OCR + Workflows". The Features section on this page compares them side by side.

Who is LangChain Agents best for compared with LlamaIndex?

LangChain Agents is best for Developers building long-running agents for complex tasks; and for Teams needing to debug and monitor AI applications in production. LlamaIndex is best for Engineering and R&D teams accelerating product development; and for Administrative operations streamlining business processes.

How does the pricing of LangChain Agents compare with LlamaIndex?

LangChain Agents is freemium, includes a free plan. LlamaIndex is freemium, includes a free plan, paid plans start at $50/month. Always verify current pricing with the vendor.

Does LangChain Agents or LlamaIndex have a free plan?

LangChain Agents has a free plan. LlamaIndex has a free plan. Always verify current pricing with the vendor.

Do LangChain Agents and LlamaIndex offer an API?

LangChain Agents offers a public API. LlamaIndex offers a public API.

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