Home / FAQs / AI skills, code acceptance and Agent deployment
QUESTION & ANSWER

Should a Business Use AI Skills, RAG or Workflows?

Use retrieval for source-backed facts, Skills for reusable methods and templates, and workflows for required steps or approvals. They can work together. Choose by the user’s task rather than a technology label.

Answer the question.

First, give conclusions that can be used for decision-making

Define inputs, output and approval. A warranty lookup needs current sources and access; a service draft also needs rules, templates and exceptions; creating an approved repair task needs workflow state, authorized APIs and reconciliation. Skills organize methods but replace neither source governance nor execution authorization. Read-only questions need no unnecessary writes.

DECISION FACTORS

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.

Is the problem missing evidence or an unclear procedure?Are steps fixed, and which decisions need human confirmation?Must the system act on existing software, and who can authorize it?Who owns versions of sources and procedures?
ACTION STEPS

Suggested order of advance

01

First, we'll be clear about the target and the border.

Choose a repeatable task and define normal, exception and stop conditions.

02

Validation Key Dependence

Separate source facts, procedures, required states and tools.

03

Development of assessable outcomes

Test drafts with sanitized examples before enabling production writes.

04

Make sure you decide the next step with the real results.

Verify retrieval, procedure, access, output and failure handling separately.

PRACTICAL EXAMPLE

How do you understand it in the actual business?

Example used to illustrate the method of judgement

The model cannot be based on the existence of a specific directive, nor can it be self-proclaimed as an ongoing commitment. The example does not represent the performance of a particular client, and the actual conclusions need to be verified in conjunction with the enterprise’s own business volume, sample, system, and liability boundaries.

COMMON RISKS

The easiest pit to step on.

Replacing source versioning and access controls with a long prompt

Letting a model freely plan an already fixed approval process

Importing unreviewed scripts with unrestricted file or network access

ACCEPTANCE

How should we end up receiving and confirming?

Acceptance covers valid sources, instruction versions, normal and failure examples, denied access, approval and source-system records. Revalidate Skill triggering, tools and results on a new platform. Business owners can maintain approved rules; technical owners maintain scripts, integrations and credentials. Handover should preserve the client’s choice of maintenance team.

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.

Your project conditions are different from the examples above?

Operational objectives, existing systems, sample and planned time could be collated before consultants could make preliminary judgements in relation to actual boundaries.

Associate project consultants

Not sure which route your mission fits?

The information, actions and identifications to be sought are to be determined by what knowledge, methodology and business systems need to be supplemented.

You do not need a full specification for an initial discussion. Do not send passwords or unsanitized sensitive information.
PROJECT INQUIRY

Discuss your AI or software project with an engineer

You do not need a complete specification. Send a brief description of the business goal, current software or data, and preferred timeline. We will reply within one business day and can sign an NDA before reviewing confidential material.

  • Initial scope and feasibility review
  • Delivery stages, acceptance criteria and ownership clarified
  • Secure sharing arranged before source code or production data