Start enterprise AI with one specific task

Customer enquiries, information searches and team handovers need different starting points. Choose a real workflow, define what AI handles and who approves the result, then agree the scope.

Combine eight capabilities around the task

Eight capabilities from legal product practice can be regrouped around customer intake, material handling and workflow collaboration.

Customer entry points

Requirement intake: collect enquiries, forms and materials into records with context.

Multi-device and system connections: assess links between websites, WeChat, mini programmes, mobile access and existing systems so information reaches the next handler.

Employee workspaces

Material organisation: file documents, extract fields and summaries, and flag missing materials. Retrieval and references: find support within authorised sources and retain references for checking.

Drafting and checks: prepare initial drafts and checklists for review by business staff.

Business workflow systems

Tasks and collaboration: identify handlers, next actions and progress for team handovers. Review and approval: distinguish AI drafts, approved content and deliverable outputs.

Permissions and records: organise access, versions and operation records by role and material scope.

Connect customer intake to the team's next action

Information collected at an entry point should be understandable and usable by the person who handles it next.

Keep working on the same matter

Requirements, available materials, missing information and progress belong together. AI can organise conversations, find references and draft replies. Staff check facts, handle exceptions and approve content before it is sent.

These methods come from legal service practice. Applying them to policy enquiries, material handling or other enterprise tasks requires a fresh assessment of rules, material quality, roles, permissions, interfaces and environments, with acceptance criteria agreed using samples.

Explore the legal products and platform
Read the full practice presentation covering eight capabilities (Chinese)
Customer service entry point: a product interface example, containing sample data. Available functionality depends on the released version.

Validate before expanding

Actual users take part at each stage, with results that can be checked.

  1. Map the current work

    Walk through the process to identify users, material locations, repeated effort and results that require human review.

  2. Test representative samples

    Use authorised or de-identified samples to test organisation, retrieval and drafting. Record errors and cases the system cannot handle.

  3. Build a working pilot

    Connect the entry point, knowledge, permissions and approval steps. Ask business users to complete a real task and check the handovers.

  4. Accept and expand in stages

    Check output quality, processing records and integrations against agreed criteria. After trial operation, decide whether to add roles, workflows or deployment resources.

Clarify the conditions before building

The same AI capability can carry different data and responsibility requirements in different businesses.

Are HR and finance offerings already standard products?

Legal technology has an independent product in practice. Recruitment, onboarding, policy enquiries and finance document organisation are directions for assessment. Scope depends on company rules, samples and review requirements; these are not offered as ready-made products.

Can existing business systems be connected?

We can assess integration with OA, CRM, ERP and other systems. Interface authorisation, data quality, identity permissions and operational conditions determine the synchronisation method and exception-handling scope.

How is deployment chosen?

Assess cloud, dedicated resources or local deployment against data sensitivity, model requirements, computing capacity and maintenance arrangements. Private deployment also requires acceptance checks of model calls and data flows.

Review private AI assessment and delivery conditions

Start with one real workflow.

Tell us what takes the most time, who handles it, and which tools you already use. We will discuss a practical starting point.

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