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AI 'Golden Fuel' Refinement Report! How Can Full-Stack Data Services Achieve a Breakthrough in Model Performance?

Release time:2025-11-17    Reading times:

On November 5, 2025, the nation's first high-quality dataset and data annotation industry supply-demand matchmaking conference concluded successfully in Nanjing. This industry-focused event, themed 'Promoting the Construction of High-Quality Datasets, Refining AI Data Fuel,' delved deeply into the urgent need for top-tier datasets by enterprises in the context of the wave of large models and industry intelligent transformation.
As a full-stack AI data solution service provider invited to attend, HeGuangTongDe and AIDI Data were extremely excited. The conference theme precisely pointed to our core mission: to ensure the high-quality supply of data through AI technology, helping clients efficiently and safely achieve their AI strategic goals.
Here, we summarize the essence of the conference and, combined with our core capabilities, declare to all partners: the era of high-quality data has arrived, and HeGuang & AIDI Data are ready to help you maintain a leading edge!

一. The 'Full-Stack' Confidence Behind High-Quality Datasets

HeGuangTongDe and Eddie Data have deeply integrated, forming a unique 'full-stack' service capability, which is precisely the fundamental guarantee that allows us to meet the 'high-quality dataset' standards advocated by the conference.

1. Deep Customization: Providing future-ready 'data fuel'

We fully understand that model training requires not general data, but customized, scenario-specific, high-quality data that meets specific industry standards.
*From modalities to industries: We can precisely customize multimodal data such as text, images, voice, video, and sensor data, and provide our partners in fields like the Internet, intelligent driving, telecommunications, and AI technology with vertical industry knowledge graphs and professional model training datasets, ensuring that the 'data fuel' perfectly matches the customer's AI engine.
*High standards and specifications: We have established a strict multi-level quality control system to ensure that each batch of data maintains extremely high consistency and accuracy, which is our most direct commitment to 'high quality'.

2. AI Empowerment: Using Intelligence to Enhance the Entire Data Lifecycle
We leverage AI technology to empower every link of the data industry chain, achieving truly full-stack AI application services for data:
* Preprocessing and Cleaning: Utilize AI to eliminate dirty data and redundant information, efficiently deduplicate, and ensure compliant data masking.
* Intelligent Annotation and Quality Inspection: Introduce advanced AI-assisted tools (such as pre-annotation and automated checks), increasing annotation efficiency by several times while ensuring output accuracy meets "golden dataset" standards.
* Data Asset Management: Help clients build a data asset management system, enabling traceable and iterative data assets, laying a solid foundation for continuous AI model optimization.


二. Focusing on Conference Pain Points — High-Quality Data Solutions for Five Key Industries
This conference is centered around large model demands and features dedicated sessions for supply-demand matching in five major industries: healthcare, smart energy, industrial manufacturing, transportation, and cultural tourism. HeGuang & Eddy Data both have mature solutions and successful cases in these areas.

Our deep involvement demonstrates that we are not merely data providers, but also active participants and drivers of industry intelligence transformation.

. Maximizing Data Value — Helping Clients Stay Ahead
The ultimate goal of building high-quality datasets is to realize the closed-loop value of data—from demand and supply to the final transformation into business value.

1. Building an unreplicable "data moat":
Through exclusive, advanced custom datasets, clients can train AI models with superior performance and industry-specific recognition capabilities. This high-value data asset will serve as the strongest technological moat for enterprises to differentiate themselves from competitors and maintain a leading position.

2. Cost-reducing and efficiency-enhancing R&D model:
Low-quality data is the biggest culprit for wasting a company’s time and resources. Through intelligent full-stack services, we ensure high-purity input data, greatly reducing the number of model training iterations and resource waste, allowing client teams to focus on core innovation.

3. Meeting the challenges of the large model era:
Whether it is general large models or specialized private models, there are higher requirements for data quantity and quality. Our multimodal data customization capabilities provide clients’ large model projects with a continuous supply of high-quality, diverse "fuel," ensuring that model capabilities stay up-to-date.

Conclusion: Working Together to Build a New High-Quality Data Ecosystem
The successful holding of the Nanjing conference has injected powerful confidence and motivation into the entire AI industry. Building high-quality datasets is not only a national strategy but also a key path for enterprises to succeed in the future, further solidifying our commitment to deeply cultivating the high-quality dataset field.

HeGuang & Aidi Data will continue to uphold the principle of "customer value first," working hand in hand with partners from industries such as the Internet, intelligent driving, and telecommunications to jointly face the challenges and opportunities of the data-driven era. Let us together leverage full-stack AI data solutions to fully unlock the potential of data, refine the most powerful AI fuel, and help your enterprise continue to lead in the digital wave!