What we build

Custom AI, shaped
around your business.

From inquiries and quotations to after-sales and product data, we understand the process first, then choose the right mix of agents, Skills, plugins and MCP.

01 / INQUIRY

Inquiries & customer service

Sort sources, classify intent, draft replies and set follow-ups. Pricing, delivery and claims stay behind human approval by default.

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02 / QUOTE

Quotations & documents

Generate materials from your pricing rules and check common fields. Scope depends on current systems and permissions.

03 / KNOWLEDGE

Knowledge & product data

Turn manuals, policies and past answers into a bounded knowledge base that escalates uncertainty.

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04 / CONTENT

Product data & languages

Organize product information across platforms and produce agreed multilingual versions with human review.

05 / SKILL

Skills & plugins

Package repeatable steps as reusable capabilities your team can call from its daily tools.

06 / MCP

MCP & system integration

Connect approved systems and data so an agent can query, organize or trigger clearly defined actions.

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Start with one workflow

How should a trade business start before commissioning AI?

Choose one observable workflow and describe its inputs, recipient and approval points. With a redacted one-page brief, you can use WeChat or WhatsApp to discuss scope, current systems, access and acceptance.

01 / Choose one step

Start with inquiry classification, reply drafts, document preparation or a system lookup instead of handing over the whole operation at once.

02 / Name inputs and outputs

List the trigger, source materials, recipient and actions that still need human approval, including pricing, delivery, contracts and external sends.

03 / Prepare a redacted brief

Remove unnecessary names, order numbers and secrets, then use the brief to discuss integrations, permissions, maintenance and acceptance.

Boundaries matter

We do not turn model capability into a business promise.

Together we can define measurable indicators such as handling time, first-response time, field error rate or knowledge-base coverage. Conversion, revenue and customer growth depend on the product, market and execution, so they are not technical guarantees.

Pricing, delivery scope, data location and maintenance are confirmed during evaluation and contracting. The website does not publish a fixed price list.

Have a workflow to evaluate?

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