Dify Implementation, Operations Support, and Consulting

Dify Community Edition Implementation Support | Complete Support from Hardware Selection to Offline Environment Construction

Comprehensive support service specialized in open-source editions


Why our Dify implementation support is chosen

🔓 Open-source edition specialization

Specialized in deploying Dify Community Edition (free version) with no dependence on commercial versions and no vendor lock-in. License fees are zero yen.

🔧 All-in-one hardware support

GPU/CPU selection, memory and storage design, power consumption calculation and more. We handle everything from hardware procurement through installation and configuration in one stop.

🌐 Cloud and offline support

From clouds like AWS and Azure to completely offline environments, we support both. You can use generative AI with confidence even in security-sensitive environments.


Instance-based billing model

We adopt “fixed monthly fees per instance”. This means:

  • ✅ Even as user numbers grow, fees stay the same
  • ✅ Multiple instances by use case for clear cost management
  • ✅ Easy budget planning with a fixed-cost model

Cost reduction through Dify Community Edition plus open-source LLMs

AspectTypical commercial AI servicesOur Dify Community Edition support
Software license¥100,000–500,000 per month¥0 (permanently free)
LLM usage feePay-as-you-go (hundreds of thousands of yen per month and up)¥0 (when using open-source LLMs)
CustomizationLimited with additional costsUnlimited (source code modification allowed)
Data storage locationVendor cloudYour own environment (fully managed)
Offline operationNot possibleCompletely offline possible

Hardware selection through operations | Our unified support system

1. Hardware selection and procurement support

The biggest challenge when self-operating open-source LLMs is hardware selection. We provide detailed design for the following:

  • GPU selection: From NVIDIA A100/H100 to RTX 4090, we propose the optimal solution according to your budget and model size
  • CPU/memory configuration: Configuration design to maximize LLM inference speed (example: AMD EPYC + 512GB RAM)
  • Storage design: Reduced model load times through NVMe SSD configuration
  • Power and cooling calculation: Proper environment design for equipment consuming 1.5kW to 5kW
  • Procurement support: We help you procure at the best price from domestic and international vendors

2. Flexible construction options by environment type

Environment typeCharacteristicsRecommended use case
Public cloudBuilt on AWS/Azure/GCP
scalability-focused
Development environments, variable load handling
Private cloudBuilt in your own data center
security and cost optimization
Production environments, routine operations
Completely offlineNo internet connection
highest level of security
Confidential data processing, regulatory compliance
HybridOn-premises plus cloud integration
flexibility and security together
Phased migration, disaster recovery

3. Open-source LLM selection and optimization

We have extensive experience testing many open-source LLMs and can propose the optimal model for your use case:

  • Qwen2.5 (72B/32B/7B): Top-tier Japanese language performance, commercially available
  • DeepSeek-V3: Best cost efficiency, fast with MoE architecture
  • Llama3.2 (405B/70B/8B): From Meta, most stable
  • Command-R+: RAG-specialized, supports 104 languages
  • Phi-3: Lightweight model, edge device compatible

Through quantization (GGUF/AWQ/GPTQ) of each model, we make it possible to run large-scale models even with limited hardware.

Pricing structure (initial cost + monthly instance fees)

Initial implementation cost

PlanDescriptionInitial cost
MinimumDify Community Edition setup
Ollama integration (1–2 models)
basic RAG configuration (pgvector)
weekly backup setup
¥120,000
StandardAbove plus
multiple LLM model configuration
RAG optimization (chunk and embedding tuning)
load testing performed
¥280,000
EnterpriseComplete design from requirements definition
HA/cluster configuration
hardware selection and procurement support
offline environment construction
operations training and complete documentation
¥500,000〜

Monthly support fee (per instance)

BasicProEnterprise
Monthly (1 instance)¥15,000¥35,000¥60,000〜
User countUnlimitedUnlimitedUnlimited
Knowledge storage10GB100GBUnlimited
BackupWeeklyDailyReal-time

※Infrastructure costs (cloud usage fees, electricity, etc.) are separate
※When using commercial APIs (OpenAI, etc.), API fees are separate

Implementation examples | Success stories achieved with Community Edition Dify

【Case 1】Financial Institution A | Generative AI utilization in a completely offline environment

  • Challenge: Financial regulations prohibit use of external APIs, yet we want to utilize generative AI
  • Configuration:
    • Dify Community Edition + Qwen2.5-72B
    • On-premises server with 2× NVIDIA A100 80GB
    • Completely offline environment (air-gapped)
  • Results:
    • Confidential document summarization and analysis completed in-house
    • Zero monthly API fees (¥24 million annual savings compared to previous)
    • 3× improvement in processing speed (due to local processing)

【Case 2】Manufacturing Company B | Phased migration from cloud to on-premises

  • Challenge: ChatGPT API costs exceeded ¥200,000 per month
  • Configuration:
    • Phase 1: Built Dify Community Edition on AWS
    • Phase 2: Migrated to open-source LLM (DeepSeek-V3)
    • Phase 3: Complete migration to own data center
  • Results:
    • 95% reduction in API costs (down to under ¥10,000 per month)
    • 2× improvement in response speed
    • Customization enabling business-specific functionality

Why Dify Community Edition | Differences from commercial version

FeatureCommunity Edition (free)Commercial versionOur support
Basic features◎ Full features◎ Full featuresFull feature support
Source code◎ Fully open△ Partially closedCustomization support
Support× None◎ Vendor-provided◎ Provided by us
License fee◎ Permanently free× Paid
(¥15 million annually)
–
Updates○ Community-dependent◎ GuaranteedWe verify and apply

Conclusion: With Community Edition plus our support, you realize better value than the commercial version at lower cost

Frequently asked questions

Q: Can you really use the Community Edition commercially?

A: Yes, Dify Community Edition is provided under Apache License 2.0, so commercial use is completely free. You can embed it in in-house systems without restrictions.

Q: How much hardware do we need?

A: It depends on your use case, but with a minimal setup you can operate without a GPU using only CPU. For large scale, we’ll design the optimal configuration for you.

Q: How do we migrate from our current ChatGPT usage?

A: Dify has compatibility with OpenAI API, so you can migrate your existing prompts and workflows as they are. We’ll also work with you to create a step-by-step migration plan.


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