First, give conclusions that can be used for decision-making
Value can be rated with three axes of value, feasibility and risk. Value depends on time, quality, income and risk impact; feasibility looks at samples, knowledge, interfaces, users and responsible persons; risk-based consequences, data sensitivity and manual takeover.
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.
Collecting 10 to 20 duplicate or high-value tasks from departments.
Validation Key Dependence
Values, conditions, risks and reproduction potential are rated uniformly.
Development of assessable outcomes
Select one or two scenarios to establish the sample, baseline and PoC targets.
Make sure you decide the next step with the real results.
The results of the real use are used to determine the extension, adaptation or discontinuation.
How do you understand it in the actual business?
The company also proposes AI client service, sales forecast, and contract review. The first phase is easier to validate if the service is already subject to a large number of standard questions and manual seats; sales projections are influenced by the data calibre and the risk of contract review is high, and can be advanced as a support scenario, pending the maturity of the data and accountability mechanisms.
The easiest pit to step on.
The leadership interests are the direct ones.
Too many sectors and processes to choose at once
It's a theory that saves time, does not take into account the rate of adoption and the cost of review.
How should we end up receiving and confirming?
The first issue not only reports on model scores but also indicates whether real users are using them, how much manual intervention is involved and whether they can form a business closed circle.
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.