{"id":17116,"date":"2022-11-27T12:35:46","date_gmt":"2022-11-27T17:35:46","guid":{"rendered":"https:\/\/d3.harvard.edu\/platform-digit\/?post_type=hck-submission&p=17116"},"modified":"2022-11-27T12:50:30","modified_gmt":"2022-11-27T17:50:30","slug":"c3-ai-digital-transformation-through-enterprise-ai-at-scale","status":"publish","type":"hck-submission","link":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/c3-ai-digital-transformation-through-enterprise-ai-at-scale\/","title":{"rendered":"C3 AI : Digital Transformation through Enterprise AI at scale"},"content":{"rendered":"\n\n\n

52% of the companies in the Fortune 500 list from 2000 does not exist anymore. With vast amount of data continuously being generated across the enterprise, AI use cases and deployments can unlock significant economic value for organizations. Global organizations also have realized the embracing digital transformation is critical to survival. But the challenges of building and deploying enterprise AI applications at scale, critical to a successful digital transformation, are significant and involve greater levels of complexity than ever before. Many organizations have limited knowledge in these ares and are looking for strategic partners to maximize the impact through AI and optimization of AI based applications at scale<\/p>\n\n\n\n

Origins<\/strong><\/h2>\n\n\n\n

C3 AI is the world\u2019s leading provider of Enterprise AI. Founded in 2009, the company aim to support and accelerate digital transformation with its proven C3 AI Suite, an end-to-end platform for developing, deploying and operating large-scale AI applications [1]<\/a>. The C3 AI Suite provides comprehensive services to build enterprise-scale AI applications more efficiently and cost-effectively than alternative approaches. <\/p>\n\n\n\n

It also supports the value chain in any industry with prebuilt, configurable, high-value AI applications for reliability, fraud detection, sensor network health, supply network optimization, energy management, anti-money laundering, and customer engagement. Currently C3 AI has enterprise AI footprint in Defense, Chemicals, Financial Services, Manufacturing, Oil & Gas, Energy Sustainability, and Utilities industries.<\/p>\n\n\n\n

<\/p>\n\n\n\n

Value Creation : Platform approach to AI for industry solutions<\/h2>\n\n\n\n

At a time when most vendors focus on tools for data scientists, C3 AI has always envisioned a platform approach to AI. Ahead of its time, C3 AI\u2019s strategy is to make AI application-centric by building a growing library of industry solutions, forging deep industry partnerships, running in every cloud, and facilitating extreme reuse through common data models [2]<\/a>. <\/p>\n\n\n\n

C3 AI offering moves around two families of software solutions : C3AI suite<\/strong> which is a set of application development frameworks to enable rapid design, development and deployment of enterprise AI applications and C3 AI applications<\/strong>, built using C3 AI suite that comprise many commercial use cases<\/p>\n\n\n\n

The C3 AI Platform software uses a model-driven architecture to accelerate delivery and reduce the complexities of developing enterprise-scale AI applications. Model-driven architecture<\/a> is an approach to the design of software systems that uses platform-independent models \u2013 rather than traditional structured programming \u2013 to serve as an abstraction layer to dramatically simplify the programming problem. Models are independent of the underlying infrastructure services provided by any particular cloud platform provider, whether AWS, Azure, IBM, or Google. Models automatically are translated to one or more cloud platform\u2013specific implementations. This means the developer doesn\u2019t need to worry about which underlying components the application will use or which cloud platform the application will run on [3]<\/a>.<\/p>\n\n\n\n

Independent studies<\/a>\u00a0have shown that the C3 AI model-driven architecture reduces the amount of code developers need to write and maintain by 99% and decreases the effort required to develop and deploy AI applications by a factor of 26 compared to traditional \u201cstructured programming\u201d approaches [4]<\/a>. C3 AI provide value to organization through multiple ways including :<\/p>\n\n\n\n

Data Integration and Management Services :<\/strong> The C3 AI Platform\u2019s model-driven architecture serves as an object-centric abstraction layer removing complexities and barriers across developers, data scientists, and business end users.\u200b The platform can easily and automatically ingest massive volumes of diverse data from numerous sources and unify the data in a common and extensible data image.<\/p>\n\n\n\n

Accelerated Time to Value <\/strong>: The C3 AI Platform and its model-driven architecture enable application developers and data scientists to focus on delivering immediate value, without the need to learn, integrate, or understand the complexities of the underlying systems. \u200bThe applications are future-proofed applications with much simplified maintenance requirements\u200b that reduces the overall cost for the organization<\/p>\n\n\n\n

Scalability<\/strong> : The company provides application development with 99% less code, significantly fewer resources, and reduced maintenance requirements with unmatched flexibility and scalability through reusability of object models developed on the C3 AI Platform. Currently, it offers more than 30 pre-built, industry-specific AI applications to optimize critical processes. These prebuilt, extensible models encompass a vast range of entities, including business objects (customer, order, contract, etc.), physical systems and subsystems (engine, boiler, chiller, compressor, etc.), computing resources and services (database, stream processing, etc.) \u2013 anything at all that an application requires, can be represented as a model in the model-driven architecture [5]<\/a>.<\/p>\n\n\n

\n
\"\"<\/a>
Figure 1 :<\/strong> C3 AI’s proprietary core technology is its Model Driven architecture approach to design of software systems <\/em><\/figcaption><\/figure>\n<\/div>\n\n
\n
\"\"<\/a>
Figure 2:<\/strong> Inside the core stack of C3 AI suite. As the data gets in, it gets integrated, extended into the C3 AI set of data models, and transposed into a set of applications and intelligence tools<\/em><\/figcaption><\/figure>\n<\/div>\n\n\n

<\/p>\n\n\n\n

Value Capture : The Rise of AIaaS<\/h2>\n\n\n\n

C3ai is a cloud based Enterprise AI SaaS (AIaas) company. Their revenue over the last fiscal year was $252.8M growing 38% YoY. The primary revenue generators are through their AI Suite and AI application subscriptions, usually three years in duration, that comprises 80% of the revenue. The rest of the value capture is associated with the implementation services for new customer deployments of applications ( eg: trainings, application design, project management and data modeling). They are typically provided under a fixed-fee agreement with defined deliverables and less than a year in duration.<\/p>\n\n\n\n

<\/p>\n\n\n\n

Challenges and Opportunities<\/h2>\n\n\n\n

AI and ML technologies support businesses with managing and utilizing massive amounts of data but the possibility of these technologies to provide outstanding impact rests on many critical factors such as the quality and quantity of the training data given. A McKinsey survey<\/a> points out that the most significant barrier for businesses in their AI implementation process is the shortage of insightful, usable and relevant data. Numerous businesses have in fact had to delay or stop in the middle of AI implementation process due to lack of appropriate data. This will be the biggest challenge C3 AI will face as it try to sell its platform to large corporations across many verticals. Other challenges that C3 AI will face will be the criteria used for model evaluation, additional differentiated algorithmic methods unique to a corporation and working on AI bias as they work with customer facing organizations<\/p>\n\n\n\n

AI integration requires a wide range of skill sets and this creates a major challenge for businesses which is to find and hire the right industry experts to take charge of the generation and operation of AI experts. C3 AI’s unique strategy of low to no code AI and a growing library of industry solutions with extreme reuse of common data models helps to get significant adoption by partners and enterprise customers and work as an opportunity for the company to accelerate industry partnerships, create and capture value for the partner ecosystem.<\/p>\n","protected":false},"excerpt":{"rendered":"

52% of the companies in the Fortune 500 list from 2000 does not exist anymore. 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