First, give conclusions that can be used for decision-making
The enterprise AI platform is suitable for providing public capabilities such as model gateways, knowledge access, tool catalogues, identity privileges, tips and assessments, log monitoring, and cost sharing to multiple AI applications. Security and maintenance are imposed when each project manages its own key, account number, data and monitoring; but it is easy to overload when the business value is not validated.
What conditions need to be identified before judgement is made?
The same question may have different answers under different business, data and project phases. It is suggested that the following conditions be checked and that the common findings on the web be incorporated into their own projects.
Suggested order of advance
First, we'll be clear about the target and the border.
(b) Take stock of existing pilots and their duplicate components and manage risks.
Validation Key Dependence
The first shared capacities in identification, modelling, knowledge, tools and assessments were selected.
Development of assessable outcomes
The government has also been able to provide access to the platform for real applications and validate development efficiency and governance.
Make sure you decide the next step with the real results.
Gradually expand according to usage and business needs, without pursuing one-time completion.
How do you understand it in the actual business?
The group already has a customer service assistant, employee knowledge assistant, and data analysis Agent, each of which maintains model keys, user privileges, and logs. At this point, building a unified model gateway, identity mapping, tool catalogue, and evaluation centre can reduce duplicate inputs; and, if the enterprise does not have a stable scene, PoC is more appropriate.
The easiest pit to step on.
Consider the AI platform as a new, informative and full project
Platform does not have a real user and a clear responsible person
Only uniform model calls, without addressing privileges, assessments and operational responsibilities
How should we end up receiving and confirming?
The Platform accepts and accepts the information that real applications are efficient, public capacity reuse, identity privileges, auditing, model switching, failure isolation, cost statistics and version returns. It also proves that the Platform is not an inefficient approval layer that the business team cannot circumvent.
When preparing to communicate with suppliers or internal teams, it is recommended that current processes, representative samples, existing systems, planning time and budget levels be brought. First, the unknown items are clearly marked, and then the decision is made to use diagnostics, PoC, fixed-range projects or ongoing research and development, which is usually more reliable than a direct demand for a price and duration without borders.