Cerebrum vs Dify

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

Data last refreshed October 2026

Cerebrum

AGI Research

An agent SDK for AIOS to build and manage AI agents.

Open Source

67% verification coverage

Dify

LangGenius, Inc.

The Platform for Production-Ready Agentic Workflows

Freemium

86% verification coverage

Trust & Reliability

Cerebrum

Trust data not available yet

Dify

Uptime:99.98%Status page

Users:1M-10M

Customers (per vendor):Maersk, ETS, Anker +1

GDPR

SOC 2

Overall Winner: Dify

8.0/10 vs Cerebrum at 5.8/10

Leads in:

Support

Customization

Integration

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

AI Comparison Summary

Cerebrum

5.8

avg score

Dify

8.0

avg score

Dify leads overall — particularly in Ease of Use and Support and 1 more.

Based on 6 dimensions

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

Overall Winner

Dify

8.0 / 10

Cerebrum

Best For

Developers building AI agents for AIOS

Teams integrating various models into agent workflows

Researchers experimenting with multi-model agent systems

Dify

Best For

Independent developers building production AI apps

Small teams building production AI apps

Medium-sized teams needing collaboration and higher throughput

Enterprises requiring advanced security, compliance, and dedicated support

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

Cerebrum is best for

🤖Automation & Agents4.2

Dify is best for

🎨Image & Design8.0🎧Customer Support8.0🤖Automation & Agents6.9

Filter by your use case:

Limitations

Cerebrum

Cons

Requires an API key for LLM providers (GitHub README)
Primarily focused on Python development (GitHub README)

Dify

Cons

App Version Control is listed as 'Coming Soon' for Professional and Team plans.
Pay by Invoice via bank transfer is not yet available, only for annual Team subscriptions.
Some models cannot be used with message credits and require an own API key.
The Sandbox plan has limited message credits, team members, apps, knowledge documents, and data storage.
The Sandbox plan has a 30-day log history limit.
The Community Edition is for non-commercial projects and complies with Dify Open Source License.

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

Cerebrum

5.8

/ 10

Dify

8.0

/ 10

Clear winner

Dimension Breakdown

Ease of Use

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

Cerebrum

2.0

Dify

7.0▲ +5.0

Customization

Calculated

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

Cerebrum

8.0

Dify

9.0▲ +1.0

Support

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

Cerebrum

8.0

Dify

10.0▲ +2.0

Integration

Calculated

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

Cerebrum

7.0

Dify

8.0▲ +1.0

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

Cerebrum

5.0

Dify

6.0▲ +1.0

Performance

Calculated

Latency + throughput speed

Cerebrum

5.0

Dify

8.0▲ +3.0

Planning Quality

Calculated

Multi-step planning depth + replanning capability

Cerebrum

—

Dify

—

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

Cerebrum

Task

Dify

5.0

Role Definition

6.0

4.0

Task Decomposition

6.0

5.0

Agent Coordination

7.0

5.0

Inter Agent Communication

6.0

5.0

Workflow Orchestration

9.0

6.0

Tool Use Delegation

8.0

6.0

State Management

7.0

3.0

Error Recovery

6.0

3.0

Observability

7.0

5.0

Scalability Throughput

7.0

4.0

Api Management

6.0

2.0

Ci Cd Integration

4.0

* 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 Cerebrum and Dify?

Cerebrum — "An agent SDK for AIOS to build and manage AI agents". Dify — "The Platform for Production-Ready Agentic Workflows". The Features section on this page compares them side by side.

Who is Cerebrum best for compared with Dify?

Cerebrum is best for Developers building AI agents for AIOS; and for Teams integrating various models into agent workflows. Dify is best for Independent developers building production AI apps; and for Small teams building production AI apps.

How does the pricing of Cerebrum compare with Dify?

Cerebrum is open source. Dify is freemium, includes a free plan, paid plans start at $59/month. Always verify current pricing with the vendor.

Does Cerebrum or Dify have a free plan?

Cerebrum is open source. Dify has a free plan. Always verify current pricing with the vendor.

Do Cerebrum and Dify offer an API?

Cerebrum offers a public API. Dify offers a public API.

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