KPMG AI Factory

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KPMG AI Factory

The AI Factory in the Pangu Series is an AI solution incubator that KPMG Lighthouse.In the tempering of many AI projects, KPMG has developed a set of AI production lines that help business empowerment and can be implemented quickly. By encapsulating hundreds of proven independent AI modules, it can be flexibly selected according to needs like splicing Lego blocks. Matching and splicing effectively speed up the implementation of AI projects, ensure delivery quality and delivery standards on the basis of greatly shortening the project cycle, and provide strong support for low-cost innovation in front-end business.

KPMG Pangu series

AI Factory Brochure

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The AI Factory in the Pangu Series is an AI solution incubator that KPMG Lighthouse.In the tempering of many AI projects, KPMG has developed a set of AI production lines that help business empowerment and can be implemented quickly. By encapsulating hundreds of proven independent AI modules, it can be flexibly selected according to needs like splicing Lego blocks. Matching and splicing effectively speed up the implementation of AI projects, ensure delivery quality and delivery standards on the basis of greatly shortening the project cycle, and provide strong support for low-cost innovation in front-end business.

产品特点

Rapid AI solution incubator

The AI Factory provides 100+ underlying operators virtually covering all the most advanced algorithm models feasible with the existing technologies for AI domains such as optical character recognition (OCR), computer vision, NLP, and speech recognition. It also provides 10+ business operators for offering AI capabilities to facilitate various application scenarios such as document parsing and intelligent compliance. This production line can be flexibly assembled based on business needs like Lego blocks to significantly accelerate AI project implementation without compromising the delivery quality, strongly supporting cost-effective frontline business innovation.

App-oriented empowerment

KPMG AI Factory is established using the architecture that features low coupling and high cohesion. It allows users to choose and orchestrate functional models in line with business needs, thereby getting a minimum set of functions at a fair price to address business objectives. In addition, the functional models can be tailored to their business practices and requirements.

Support retraining

External applications can use the AI factory to host the AI operator prediction service. The AI factory can easily connect with external applications and monitor the performance indicators of the AI service. Once the performance is found to be degraded, the external application can quickly place an order for the AI factory and start retraining,and process to complete the iterative update of related services.

应用场景

KPMG Regtech Assistant

Financial institutions’ business activity compliance requirements should align with laws, regulations, and standards. After compliance data sources are identified and integrated, departments of banks need to relate their business activities to specific compliance requirements as daily work guidance. It leverages AI to extract provisions individually from each legal or regulatory document and enables compliance personnel to merge, split, and confirm the extracted provisions. It also offers a labelling system to facilitate compliance management based on banks’ actual business activities as well as compliance management requirements, combines machine learning and retraining to automatically map the provisions onto the labels, and allows manual confirmation of automatic labelling results and adjustment of the labelling system.

KPMG Documents Reader

Enterprises often need to extract information from a large number of documents that contain text and images, such as various special notes, reports, and certificates. It can recognise tables in various scenarios (including tables in scanned PDF files, tables with or without borders, tables with missing borders, etc.). By leveraging OCR and border drawing functions, it is able to extract blocks of information in its original format, so as to facilitate editing of both body text and tables in documents. The solution can be enhanced by adding different parsing or extraction models, thereby meeting requirements for general efficiency improvement as well as scenario-specific information extraction.

Intelligent Assistant

Large enterprises often encounter the following challenges in their exploration of automation and informatization: > The internal rules and regulations are complex, and the information such as process specifications has not been well sorted,the efficiency of collaboration between departments within the enterprise is low, and the duplication of labor is large; > The point-to-point consultation process causes the problems unable to respond promptly and accurately, which greatly affects the work efficiency. AI factory-intelligent assistant solution, based on the intelligent human-computer interaction platform, is committed to providing various human-computer interaction services including rules and regulations question and answer, data index query, self-service work order submission, self-service report analysis. Enterprises realize cost reduction and efficiency increase in business process optimization.

成功案例

Based on AI factory and regulatory technology, KPMG assisted a large domestic bank in the refined management of overseas intelligent compliance, realizing the standardization and structuring of the storage of regulatory regulations in different countries and regulatory agencies, and the intelligentization of automatic labeling of laws and regulations; Rules, internal systems, regulatory penalties and other compliance management elements, realize the linkage and traceability of compliance management activities, reduce compliance compliance costs, and escort global overseas compliance. At the same time, based on the core capabilities of the AI factory, the IT department of a large domestic bank has realized the automation of AI model training, model monitoring and retraining, improving the maintainability of smart products.

In recent years, AI technologies have been widely applied in the banking industry, but the AI models for many AI projects are difficult to maintain and upgrade and are not easily reusable in other business scenarios. To help a joint-stock commercial bank address this issue, we delivered the KPMG AI Factory, an intelligent middle office platform, to implement highly standardised AI capabilities and consistent supporting tools. With this AI-powered platform, it is able to easily facilitate various business scenarios and quality demands.

KPMG harnesses a meeting risk assessment model to list potentially fraudulent meetings, leverages an intelligent personnel scheduling model to assign reviewers based on geographical locations, transportation data, and time, and implements a review model to automatically analyse meeting photos, videos, and audios to accurately pinpoint violations and frauds, which reduces the labour workload and improves the processing efficiency.