SPRING & DUNE / TAIPEI, TAIWAN

Enterprise AI Integration & Workflow Automation

Spring & Dune helps businesses and small teams in Taiwan automate recurring work, integrate AI, and train staff. Start with one measurable pilot before expanding.

SERVICE FIELD NOTES

Start with one recurring task and give your team time back.

See how we approach the problem, work with your team, and assess what we deliver.

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When moving data takes up the day

Orders come in through messages, stock lives in a spreadsheet, and someone checks every item before reordering. In a small team, gaps between tools often mean entering the same information twice and relying on the owner to remember exceptions. Start with a task that occurs often and takes substantial time.

01 / SCENARIOWhere does the work get stuck?
01

Customer messages

Inquiries and orders are spread across conversations

02

Spreadsheets

Manual copying leads to missing entries

03

Owner decisions

Check progress, stock, and exceptions at the same time

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Give the system and your team clear roles

Document inputs, outputs, rules, and owners. Then assess frequency, time, impact of errors, data completeness, and implementation effort. The system can handle checks and reminders where rules are clear. Keep human approval for purchase commitments, customer responses, and exceptions.

02 / STRUCTUREHow do the steps fit together?
01

Data input

Existing spreadsheets, orders, and work records

02

System processing

Consolidate data, run checks, and flag tasks

03

Human review

Review suggestions and decide how to handle exceptions

04

Performance review

Record time spent, rework, and operating costs

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Example: retail stock replenishment

Pilot the workflow with a subset of products. Use stock, sales, and lead-time data to generate a review list. The system flags gaps and anomalies, and the manager confirms quantities before placing an order. Missing data goes back to staff for entry and review. Set reorder rules using actual store operations.

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How does the project work?

We agree on the problem and scope first. Each stage produces something your team can review before moving on.

03 / PROCESSWhat you can review at each stage
  1. 01

    Workflow review

    Identify tools, time spent, and sources of errors

  2. 02

    Pilot selection

    Agree on pilot scope and a baseline

  3. 03

    Prototype pilot

    Set up tools, rules, and human review

  4. 04

    Team practice

    Run real tasks and record exceptions

  5. 05

    Results review

    Compare cost and quality before expanding

Illustrative workflow. The proposal specifies timing, revision rounds, acceptance criteria, and deliverables.

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What do you receive, and how do we measure progress?

Depending on scope, deliverables include a workflow map, AI adoption priorities, tool or prototype setup, operating instructions, and pilot results. Custom development, databases, integrations, and ongoing support are scoped separately.

What we measure during the pilot

Compare processing time, duplicate entries, errors, and rework for similar tasks before and during the pilot. Include subscriptions, model usage, and human review in the cost. Savings are measured during the pilot.

Who this service is for

Teams that routinely copy data between tools, chase approvals, or check records by hand, and can assign someone to review a pilot.

Pricing and scope

  • Workflow assessment from NT$8,000.
  • AI tool or prototype development from NT$78,000.
  • Enterprise AI system integration from NT$198,000.

These starting prices follow the AI Club plans. We quote the final scope based on data readiness, permissions, and integrations.

Frequently asked questions

Can we start with one workflow?

Yes. A pilot can focus on one recurring task with a clear baseline and a person responsible for review.

Can we keep the tools we already use?

We first check what your spreadsheets, documents, and existing systems can support. The proposal defines any integrations or custom development needed.

How do we assess the pilot?

Compare time, duplicate entries, errors, rework, and operating costs for similar tasks before and during the pilot.

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Discuss the right starting point

List three tasks your team repeats each week, the tools you use, anonymized examples, and your budget and timeline.

Tell us how the work happens today and where it gets stuck. We’ll review the scope with you and discuss whether a workflow assessment, prototype, or system integration fits.

Discuss Enterprise AI Integration →

CONNECTED SERVICES

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