Work

Things proven in real settings.

The following cases are presented by industry and region with identifying details removed. More detailed technical material is available under NDA.

Automotive components · Zhejiang

FDE pilot · Quality traceability

Quality traceability from 3 days to 4 hours

The customer is a high-mix, low-volume automotive component supplier. When a batch went wrong, quality had to pull inspection records, process parameters and equipment logs separately and compare them by hand. We joined the three sources by work-order number and generate a candidate cause list automatically when an anomaly occurs.

4hAverage locate time (was 3 days)

3Data sources connected

8 wksPilot duration

Retail chain · East China

FDE delivery · Store operations system

Head-office rules finally reaching store operations

The core tension in a chain is that head office sets rules and stores drift in execution. We put membership, stored value, bay scheduling and billing into one system, so head office sees operating facts as they happen rather than month-end summaries.

100%Store coverage

Real-timeOperating data latency

12 wksContract to full rollout

Manufacturing R&D · Yangtze Delta

FDE pilot · Process knowledge

Senior technicians’ tuning experience, made searchable

A key process depended on a handful of veteran technicians. We structured historical tuning records, process documents and anomaly handling into a knowledge base, so new staff can check the best historical answer before asking a mentor.

600+Process cases captured

40%Lift in independent handling

10 wksKnowledge base build

AI engineering team · Multi-site

Model API Gateway

37 models behind one key

The customer’s AI team needed to compare quality and cost across many models. After switching to the gateway, every experiment shares one OpenAI-compatible interface, switching models is a one-string change, and cost accounting collapsed from many bills into one.

37Models available

0.6×Chinese model multiplier

0Lines of business code changed

Customer names have been replaced with industry and region descriptions for confidentiality. Figures are measured results within each engagement and are not commitments to other customers.

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