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.
ACE-1-24B
ACE 1 24B is APMIC’s in-house Traditional Chinese reasoning model with a 65K long context capacity, optimized for enterprise applications. Its training data covers the same three Traditional Chinese datasets mentioned above. It supports Chain of Thought reasoning and can be efficiently deployed on premises, delivering stable responses and knowledge integration.
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.
Certified by government trust tests for safer adoption
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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.
ACE-1 Series
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.
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.
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Financial advisor model
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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.
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
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.