We have pioneered an innovative technology for creating custom AI models and deploying them through a revolutionary design. This approach not only drastically reduces cost and energy consumption but also accelerates the time to market. Our breakthroughs are rooted in our extensive in-house AI expertise and the optimization of each step in the productization of custom AI models. Our key innovations encompass:
With these mechanisms integrated into our premier AI model automation tools, we can design AI models that are significantly smaller and more cost-effective than most contemporary platforms. Moreover, our distinctive approach slashes the time-to-market, allowing us to quickly cater to our customers' specific needs and desires.
Our Feature Extraction Toolsets Extensively Study Various Aspects Of Data Features And Create Strong Mathematical And Visual Mechanisms For Feature Comparisons:
1. Statistical Insights
2. Correlation Analysis
3. Importance Ranking
4. Dimensionality Reduction Visualizatio
5. Univariate and Multivariate Distributions
6. Feature Interactions
7. Outlier Detection
8. Missing Value Analysis
9. Feature Engineering Suggestions
10. Time Series Analysis
11. Categorical Feature Insights
12. Cluster Analysis
15. Interactive Dashboards
We've meticulously crafted a practical and effective process for designing and implementing custom AI models, specially tailored to meet the needs of our partners and customers. Our methodology consists of a phased approach that starts with project definition and extends all the way to mass production. This holistic strategy encompasses custom data collection and several stages of data preparation, culminating in an initial baseline model. We then proceed to create a robust, productized Minimum Viable Product (MVP) model.
To ensure comprehensive productization, we've aligned our methodology with the well-known Stage-Gate Manufacturing model. This integration ensures that all hardware (HW) and software (SW) elements are adequately considered. Our process includes four major checkpoints or "gates," which are aligned with standard practices in Stage-Gate Manufacturing:
1.Basis for Development
2.Basis for Production
3.Basis for Process
4.Basis for Market
This structured approach offers a very efficient pathway from the initial concept to a market-ready product.
This custom productization process, complemented by our in-house hardware (HW) and software (SW) tools, provides a comprehensive solution. Our offerings include specialized data collection devices, iterative optimization of AI models, and advanced hyperparameter tuning. Moreover, we have established a highly effective feedback loop between the device hardware and AI model design software. Combined, these elements contribute to a significant acceleration in the product's time-to-market (up to 10x or more).
Using our Data Collection and Interactive AI design process we have adopted an efficient project execution platform that involves close interaction with the customer. Typical projects can execute very rapidly leading to an MVP platform withthin an average period of 3 months.
Our approach to project management and development emphasizes on agility and customer engagement, both of which are essential in today’s fast-paced and competitive environment. Our Fast route implementing an MVP (Minimum Viable Product) in an average period of 3 months speaks to your efficiency and organizational capability.
The following is a breakdown of the key elements of our approach: