1Why Businesses Are Choosing Custom AI Mini PCs

In 2025–2026, the AI deployment wave has decisively shifted from the cloud to the edge and on-premises. Enterprise demand for local AI computing terminals is surging — organizations need powerful CPU+NPU performance to run 7B–70B parameter language models locally, while keeping hardware compact, energy-efficient, and deployable across offices, factory floors, clinical settings, and classrooms.

Mini PCs have emerged as the preferred hardware form factor for AI edge computing — small footprint, rich I/O, and strong customizability. Partnering with a specialized AI Mini PC OEM/ODM manufacturer compresses development cycles from 12 months to under 3 months, delivers hardware that already holds relevant certifications (FCC, CE, CCC), and dramatically reduces compliance risk and mass-production cost.

???? Market Context: According to IDC and similar analyst forecasts, the global edge AI hardware market is projected to exceed $25 billion in 2025, with the China market growing at 35%+ annually. AI Mini PCs — as the primary on-device inference terminal — are among the fastest-growing segments.

???? Key Demand Drivers: Local LLM inference (offline-capable), data sovereignty (no data leaves the device), low-latency real-time response, elimination of recurring cloud API costs, and custom brand white-labeling.

2Adreamer: Your Dedicated AI Mini PC OEM/ODM Partner

Adreamer Technology Co., Ltd., headquartered in Shenzhen Qianhai Free Trade Zone, is a specialized AI Mini PC research, development, and manufacturing company. Adreamer is one of the few manufacturers in China that combines both hardware ODM capability and AI software integration capability under one roof.

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In-House Manufacturing

Shenzhen LongGang electronics factory with MES digital production management, standardized assembly lines, and flexible low-volume production capability

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R&D Laboratory

In-house hardware testing lab with full EMC/thermal simulation/stress-test workflows and ESP reliability assurance processes

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AI Software Ecosystem

Proprietary OpenClaw, QClaw, and ArkClaw AI agent platforms, pre-installable at the factory for a seamless out-of-box AI experience

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Full Certification Support

China CCC, FCC (USA), CE (EU), and other key market certifications supported; white-label branding as a one-stop service

Fast Delivery

Standard models: 3–5 week mass-production lead time; custom ODM development (hardware to production): 8–12 weeks minimum

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Hardware + AI, Integrated

AI agents pre-installed at the factory alongside custom hardware — customers receive a ready-to-use AI terminal with zero secondary integration required

32026 Lineup: 6 AI Mini PC Models in Detail

Adreamer's 2026 flagship lineup spans six AI Mini PC models — from entry-level office terminals to high-end AI workstations. All models support Windows 11 / Linux dual OS, are equipped with SSD storage, and are available for full exterior customization, logo branding, OS image pre-loading, and I/O modifications.

AI Mini PC Full Specifications Comparison — PB10 to PB15 (2026)
SpecificationPB15
Flagship AI Workstation
PB14
AI + Gaming High-End
PB13
Mid-Range All-Rounder
PB12
Mainstream Business
PB11
Slim & Efficient
PB10
Entry / Best Value
Market PositionFlagship AI research / Large models / Pro workstationHigh-End AI + gaming dual-purposeMid-Range HTPC / gaming / local 7B LLMMainstream Business / education / light AIEntry+ Overseas / entry / office terminalsEntry SMB / home office
CPUAMD Ryzen AI Max 395Intel Core i9-13900HAMD Ryzen AI 7 350Intel Core i5-13420HIntel Core 3-304AMD Ryzen 5 3501U
Cores / Threads16C / 32T, 80 MB cache14C / 20T, 42 MB cache8C / 16T, 24 MB cache8C / 12T, 32 MB cache5C / 5T, 8 MB cache4C / 8T, 6 MB cache
Clock SpeedBase 3.0 / Boost 5.1 GHzBase 2.6 / Boost 5.4 GHzBase 2.0 / Boost 5.0 GHzBase 2.1 / Boost 4.6 GHzBase 1.2 / Boost 4.3 GHzBase 2.1 / Boost 3.7 GHz
TDP55W / 120W (OC)45W28W / 54W (OC)45W / 95W (OC)10W / 15W (OC)15W
GPURadeon 8060S RDNA 3.5, 40CU, 2900 MHzNVIDIA RTX 3060 12 GB (discrete)Radeon 860M RDNA 3.5, 8CU, 3000 MHzIntel UHD Graphics, 48EU, 1400 MHzIntel Gen12 UHD, 16EU, 1200 MHzRadeon Vega 8, 8CU, 1200 MHz
NPU PerformanceXDNA2, 50 TOPS
126 TOPS combined
XDNA2, 50 TOPS
66 TOPS combined
15 TOPS
RAM128 GB LPDDR5x (unified)16 GB DDR4 (2-slot upgradeable)16 GB LPDDR5x16 GB DDR4 (2-slot upgradeable)16 GB LPDDR5x (soldered)16 GB DDR4 (2-slot upgradeable)
Storage2 TB SSD, 2x M.2 NVMe PCIe 4.0512 GB SSD, M.2 2280 PCIe512 GB SSD, M.2 2280 PCIe512 GB SSD, 2x M.2 SATA/NVMe512 GB SSD, 1x M.2 SATA/NVMe512 GB SSD, 2x M.2 SATA/NVMe
WirelessWi-Fi 6E + Bluetooth 5.0Wi-Fi 5 + Bluetooth 5.0Wi-Fi 6E + Bluetooth 5.0Wi-Fi 5 + Bluetooth 5.0Wi-Fi 6E + Bluetooth 5.0Wi-Fi 5 + Bluetooth 5.0
Key PortsUSB4 x2, USB-A 3.2 x5, HDMI 2.1, DP 2.0, 2.5G RJ45USB 3.2 x4, HDMI 2.0 x2, DP 1.4 x2, 2.5G RJ45USB4 x4, USB-C Gen2 x2, HDMI 2.1, RJ45USB-C (TBT4) x1, USB-A 3.2 x4, HDMI x1, DP x1, 2.5G RJ45 x2USB 3.2 Gen1 Type-A x1, HDMI x2, DP x1, RJ45 x2USB-C (TBT4) x1, USB-A 3.2 x4, HDMI x1, DP x1, RJ45 x2
Dimensions198 x 198 x 62 mm (4.0 L)190 x 78 x 220 mm (3.26 L)128 x 134 x 46 mm (0.8 L)126 x 112 x 44 mm (0.55 L)86 x 88 x 43.8 mm (0.3 L)130 x 127 x 46.7 mm (0.7 L)
Supported AI Models70B+ LLMs, multimodal workflows, AI pipelines34B models + real-time rendering7B–13B local LLMs (Qwen, Llama, DeepSeek)Lightweight AI assistants, RAG Q&AEntry AI tools, NPU-accelerated inferenceSmall AI tools, basic inference

4Integrated AI Agent Software Deployment

Hardware is the foundation, but the true business value of an AI Mini PC lies in the AI agent software running on it. Adreamer pre-installs the following six AI agents before shipment, delivering a plug-in-and-go AI capability — no model environment setup required on the customer side, dramatically lowering the barrier to enterprise AI adoption.

???? OpenClaw
A local AI agent platform built on open-source LLMs (Llama, Qwen, DeepSeek, etc.). All inference runs fully on-device — ideal for enterprises prioritizing data privacy, offline operation, and open-source model flexibility.
Open Source · Data Sovereignty
???? QClaw
Deep integration with Tencent Hunyuan LLM and the WeCom (WeChat Work) ecosystem. Supports hybrid cloud-local inference, ideal for enterprises in the Tencent Cloud ecosystem requiring seamless enterprise communication integration.
Tencent Ecosystem · WeCom Integration
???? KimiClaw
Powered by Moonshot AI's Kimi model, featuring exceptional long-context processing (up to 2M tokens). Best suited for document analysis, extended reading comprehension, contract review, and compliance auditing workflows.
2M Context · Document Intelligence
???? JVSClaw
A vision-focused multimodal AI agent integrating large visual models for image recognition, video understanding, and OCR tasks. Designed for industrial quality inspection, security surveillance, retail analytics, and visual AI applications.
Multimodal Vision · Industrial AI
???? WorkBuddy
Enterprise-grade AI work assistant platform supporting multi-agent collaboration, document generation, code assistance, and project management. Purpose-built for internal enterprise productivity tool deployment and workflow automation.
Enterprise Productivity · Multi-Agent
???? ArkClaw
Integrated with Huawei Pangu + Ascend AI ecosystem. Designed for government, finance, and energy sectors that require domestic AI chip compatibility, self-controlled infrastructure, and localization compliance.
Domestic AI Stack · Huawei Ascend

???? Deployment Options: AI agents can be factory-installed as system images (all-in-one OEM delivery) or deployed post-shipment via Docker containers for maximum flexibility. Multiple agents can run in parallel — Adreamer will recommend the optimal configuration based on hardware spec.

????️ Data Security: All locally deployed AI agents perform inference entirely on-device. Sensitive data never transmits to external cloud services, meeting enterprise data security compliance requirements including ISO 27001 and local regulatory standards.

5Industry Use Cases & Application Scenarios

The following are representative deployment scenarios for Adreamer AI Mini PCs across vertical industries, with recommended hardware and software configurations for each:

???? Enterprise Smart Office

  • Local AI knowledge base Q&A (RAG)
  • Automated document generation & review
  • Intelligent meeting minutes & summaries
  • In-house AI assistant deployment
Recommended: PB12 + WorkBuddy / QClaw

???? Education & Training

  • AI-personalized tutoring systems
  • Smart question banks & auto-grading
  • Educational content generation
  • Classroom batch AI terminal deployment
Recommended: PB10/PB11/PB12 + OpenClaw (bulk)

???? Industrial & Manufacturing

  • AI visual inspection terminals
  • Equipment fault prediction & analytics
  • MES system AI integration
  • On-line data local AI inference
Recommended: PB13 + JVSClaw (industrial build)

???? Healthcare

  • Medical imaging AI-assisted diagnosis
  • Intelligent EMR structured input
  • Patient intake AI pre-triage
  • On-premises medical data privacy
Recommended: PB15 / PB13 + KimiClaw

???? Government & Finance

  • Classified data on-premises AI analysis
  • Policy document AI drafting assistant
  • Automated compliance review
  • Domestic AI chip (localization) solutions
Recommended: PB13/PB15 + ArkClaw

???? Creative & Entertainment

  • AI-assisted game / film content creation
  • Local AI image & video generation
  • Virtual avatar driving terminals
  • Live-stream real-time AI captioning
Recommended: PB14 (RTX 3060 discrete GPU)

6OEM/ODM Customization Services

Adreamer offers comprehensive AI Mini PC OEM white-label and ODM custom development services, meeting the distinct needs of brand owners, system integrators, and industry solution providers:

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Exterior & Structural

Enclosure color, material, logo branding, and full packaging customization; exclusive industrial design (ID) development supported

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Hardware Configuration

RAM/storage spec selection, I/O additions (e.g., 4G/5G module, RS-232/485 serial port, GPIO expansion headers)

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OS Image Customization

Windows/Linux pre-installed OS, custom boot logo, wallpaper, allowlisted pre-installed software, BIOS configuration

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AI Agent Pre-Installation

Any of the 6 AI agents pre-installed per spec; supports private LLM integration; auto-launch on boot, fully configured

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Packaging & Accessories

Custom-branded retail box, manual, power adapter, cables, and full accessory kit available for white-label fulfillment

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After-Sales & Support

Hardware warranty, software update support, technical documentation, and API integration assistance provided

7Cooperation Process

From initial inquiry to product delivery, Adreamer follows a standardized, transparent process to keep projects moving efficiently:

1

Requirements Intake

Submit your custom spec; our technical team responds within 1 business day with a preliminary solution

2

Solution Confirmation

Hardware selection + software config + pricing; both parties sign off on the Technical Design Spec (TDS)

3

Sample Production

Standard models: 5–7 business days for samples; full custom enclosure (tooling): 4–6 weeks

4

Sample Acceptance

Customer validates hardware performance, software functionality, and exterior appearance

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Mass Production

Production contract signed; scheduled manufacturing begins; 100% burn-in test + QC inspection before shipment

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After-Sales Support

1-year full unit warranty, 2-year for core components; firmware update and technical support included

8Frequently Asked Questions

Q1: What is the minimum order quantity (MOQ) for custom AI Mini PC OEM orders?

Standard models (PB10/PB11/PB12/PB13) start from 10 units, with mixed-model purchasing supported. Full custom enclosure (tooling) models are recommended at 100+ units to spread tooling cost. Sample stage can begin with 1–5 units.

Q2: Can the AI agents be connected to a private, self-trained LLM?

Yes. All Adreamer AI agents include open interfaces for private LLM integration. Customers can substitute the default model with their own fine-tuned model (e.g., industry-specific Llama or Qwen variants) — no dependency on third-party cloud APIs.

Q3: Does Adreamer support FCC and CE certification assistance for OEM products?

Yes. Adreamer assists with all major market certifications: China CCC, FCC (USA), CE (EU), and others. Certification timeline for white-label products is typically 4–8 weeks.

Q4: Is a domestic AI chip solution (Huawei Kunpeng/Ascend) available?

Yes. Adreamer works closely with the Huawei ecosystem and can deliver Kunpeng CPU + Ascend NPU-based Mini PC custom solutions, paired with the ArkClaw AI agent, satisfying the self-controlled infrastructure requirements of government, finance, and energy industries.

Q5: What is the typical lead time for a complete AI Mini PC ODM order?

Standard configurations with existing stock: 3–5 weeks after order confirmation. New ODM development (hardware + tooling): approximately 12–16 weeks. Software customization (OS image + AI agent pre-install) runs in parallel with hardware and does not extend the hardware lead time.