First, give conclusions that can be used for decision-making
The AI workflow does not allow models to decide everything freely, but combines the rules of determination with the uncertainty. The receipt, field verification, system writing, approval and notification of documents can be controlled by the rules; classification, abstract, extraction and draft can be handled by AI. Each node should define input, output, timeout, retesting, permission and manual movement.
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.
Draws the current process to record waiting, returning to work and anomalies for each node.
Validation Key Dependence
Distinguishing between rules of determination, AI judgement and actions that must be manually responsible.
Development of assessable outcomes
Validate AI nodes with historical samples, set confidence and fail branches.
Make sure you decide the next step with the real results.
Small-scale operation after access to the system to monitor success rates, costs and manual interventions.
How do you understand it in the actual business?
The quotation process automatically allows for the reading of customer information, extracting products and quantities, matching knowledge and generating first drafts, except for price and formal dispatch for sale approval. The system keeps the original text, extracts fields, references and changes to records, and then analyses which fields are most frequently error-prone and continuously improved.
The easiest pit to step on.
Automation of smooth paths only, no anomalies, time overruns and duplicates
AI output is directly written into the core system, without approval and audit
No one checks failed queues and model costs after process goes online
How should we end up receiving and confirming?
The acceptance and inspection should be based on end-to-end mission completion rates, average time-consuming, manual intervention, error consequences, running costs and recoverability.
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.