First, give conclusions that can be used for decision-making
The core acceptance and inspection targets for the AI contract review include document resolution, clause identification, risk judgement support, evidence reference, manual review and process governance. The overall accuracy rate is insufficient, as a large number of low-risk clauses may cover a small number of serious omissions.
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.
It is for the judiciary to determine the type of contract, the risk classification and the standard answer.
Validation Key Dependence
A collection of receiving and inspection samples that cannot be modified at random at the development stage is frozen.
Development of assessable outcomes
Tests for interpretation, positioning, judgement, quotation and manual review, respectively.
Make sure you decide the next step with the real results.
Repeats the regression test after the template rules or model have been upgraded.
How do you understand it in the actual business?
For example, collection contains 100 risk points, five of which are serious clauses that may cause significant losses. Even with a high overall recognition rate, where key elements are missing, they cannot be passed by a single average determination, a critical risk recall threshold and a manual loop should be set.
The easiest pit to step on.
Show only successful samples selected by models
Overall accuracy rate as the only indicator
The assessment was not confirmed by the firm's law.
How should we end up receiving and confirming?
The conditions for adoption should include three components: risk identification is reversible, manual review and authority is effective, and model rule versions, interfaces, logs and regressions can be tracked.
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.