ACE

APMIC Traditional Chinese reasoning and multimodal models

Built on PrivModel technology, we independently develop Traditional Chinese reasoning and multimodal models, trained on three major Traditional Chinese datasets: mathematical & logical reasoning, everyday reasoning, and tool-instruction.

Certified by government trust tests for safer adoption

APMIC’s Traditional Chinese AI models are among the first in Taiwan to pass the trusted language model test conducted by the government’s official AI evaluation body, the Artificial Intelligence Evaluation Center (AIEC), ensuring security, controllability, and compliance when adopted by government agencies and institutions.

The AIEC, established by the Administration for Digital Industries under the Ministry of Digital Affairs, is responsible for promoting AI evaluation mechanisms with the goal of developing AI model testing methods and trust frameworks aligned with international standards.

New ACE-2-27B Traditional Chinese Sovereign Model

ACE-2-27B is developed by APMIC’s elite AI team using the PrivModel fine-tuning and distillation solution. It is currently the first 27B-scale Traditional Chinese model purpose-built for enterprise applications. The model supports 128K long context, is fully FP4 quantized, and is fully compatible with the NVIDIA Blackwell architecture, offering comprehensive improvements in performance and inference speed.

The training data covers three major Traditional Chinese domains: professional knowledge, science and technology, and Taiwan humanities and social sciences, enabling the model to handle complex reasoning and long-text tasks effectively. It supports stable on-premise deployment while balancing inference performance, response consistency, and enterprise data governance requirements — helping organizations achieve reliable AI reasoning and knowledge integration.

Seamlessly Integrated with PrivStation for Practical Applications

Official document and report generation

Document review

Government document retrieval

Note: This application is powered by PrivAI. The interface shown is for marketing demo purposes only. Actual implementation can be customized based on client requirements or integrated into existing enterprise systems.

ACE-2-27B

Note: MMLU rigorously evaluates large language models LLM on reasoning and language understanding through standardized tests. TMMLU Plus focuses more on knowledge and questions within the Taiwan Traditional Chinese context.

ACE-1-24B

ACE-1-24B is a proprietary Traditional Chinese reasoning model developed by APMIC. Featuring a 65K long-context window, it is specifically optimized for enterprise applications. Trained on three major Traditional Chinese datasets—covering mathematical logic, daily reasoning, and tool instructions—it supports Chain of Thought (CoT) reasoning. ACE-1-24B enables efficient on-premise deployment, ensuring stable responses and seamless knowledge integration.

ACE-3B

ACE-1-3B is the first 3B parameter Traditional Chinese language model in Taiwan that can run on mobile devices. Via the Model Context Protocol MCP it connects to internal and external enterprise systems to enable natural language-driven information retrieval workflow operations and decision support, creating a new intelligent human-computer interaction interface. It also supports integration with external APIs, ERP systems, and IoT devices.

Sovereign AI

1. Native Linguistic & Cultural Mastery

Goes beyond generic models to deeply understand local laws, social norms, and specific semantic logic (e.g., Traditional Chinese and industry jargon).

2. Secure Integration & Data Privacy

Supports on-premise or private cloud deployment for total data sovereignty. Seamlessly connects with internal systems for rapid, secure deployment.

3. Domain-Specific SOP Fine-tuning

Tailors AI to manufacturing, healthcare, or finance by integrating internal SOPs and proprietary data through PrivModel technology.

4. Contextual Compliance & Knowledge Base

Ensures precision in government, legal, or PR sectors by aligning with local values and syntax, eliminating the biases of general-purpose AI.

Financial advisor model

An AI advisor that truly covers six professional domains
Covers basic financial planning, risk management and insurance planning, employee benefits and pension planning, investment planning, and tax and wealth transfer planning. Tailor-made for financial consultants, solving client needs in a single place.
Seamless integration with internal KM systems
Connects to company knowledge bases and process guidelines to stay current on product information, compliance policies, and sales scripts.
Fine-tuning with internal SOP and data
Uses PrivModel technology to feed company documents and SOP into the model, creating a company-specific AI.
Passed TABF financial license exams for stronger professionalism
In internal testing, it passed question banks from the Taiwan Academy of Banking and Finance, including compliance items such as Anti-Money Laundering, demonstrating professional and regulatory awareness beyond general-purpose models.
A thinking AI advisor with scenario-based interactive responses
The AI does not just answer. It analyzes step by step, based on the customer profile and questions, before giving advice, creating warmer financial communication.

Product Management & Logistics Model

1. An AI model that truly understands manufacturing

Integrates data and processes across production, logistics, R&D, and QA, focusing on the most critical pain points on the shop floor.

2. Full ERP and MES data integration

Supports most ERP connections to onboard internal data quickly and activate intelligent applications with minimal effort.

3. Fine-tuning with internal SOP and data

Using PrivModel technology to feed company documents and SOP into the model, creating a company-specific AI.

4. Proactive alerts and intelligent decision recommendations

Beyond knowledge base use, it analyzes anomaly root causes, proposes multiple solutions, and accelerates decision-making.

5. Five key AI applications to boost efficiency and decision quality

Build scenarios such as downtime alerts, intelligent scheduling, inventory analysis, BOM checks, and automatic 8D report generation.

FAQ

We’ve compiled the most frequently asked questions about implementing the ACE series models. Whether you’re in the early evaluation stage or ready to launch your project, the following answers will help clarify your direction and address any concerns.

The ACE series has been fine-tuned and distilled specifically for Traditional Chinese data and Taiwan-based use cases. It performs more accurately in Traditional Chinese reasoning and TMMLU+ benchmarks, delivering results that better align with local language needs and achieve higher scores.
ACE-1-24B is designed for tasks that require high accuracy and deep reasoning, such as financial analysis, legal review, and medical research. It supports MCP tool invocation capabilities, allowing flexible integration with external systems and data sources. It also features Agent capabilities, enabling it to autonomously plan and coordinate multi-step tasks—making it ideal for complex projects and enterprise-level applications.
Yes. The ACE series will continue to expand, offering different versions and industry-specific models optimized for varying hardware conditions and application scenarios, allowing enterprises to flexibly select the most suitable reasoning model.
Yes. ACE supports the MCP protocol and standard APIs, enabling seamless integration with ERP, CRM, knowledge base, and IoT systems.
You can contact the APMIC team through the “Contact Us” page to discuss adding new data or adjusting model directions. APMIC will provide expert recommendations and assist you in maintaining and optimizing the model to ensure long-term alignment with enterprise needs.
ACE-1-24B features a 65K context window, supporting multi-turn reasoning and dialogue. In enterprise scenarios, it maintains contextual coherence and delivers more reliable insights.
It integrates with ERP/MES systems for use in downtime prediction, intelligent scheduling, inventory analysis, BOM inspection, and automatic 8D report generation—specifically designed to enhance efficiency and decision-making in manufacturing environments.
The model has passed tests based on the Taiwan Academy of Banking and Finance (TABF) question sets and compliance standards, including Anti-Money Laundering (AML) requirements. It can also integrate with internal KM systems and operational workflows to ensure both professionalism and regulatory compliance.

Talk to Our Team

Ready to accelerate your AI capabilities? Our team is here to help you explore how APMIC’s PrivModel solution—purpose-built for high-efficiency, enterprise-grade AI—can support your business goals. Whether you're looking to customize a private LLM, simplify deployment, or unlock more value from your data, we’re ready to help you take the next step. Talk to our team

ACE