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Production & operations

Connected to the shop floor, ERP and purchasing — read-only access, deterministic write-back. Core systems stay untouched, and where rules do the job, rules are used instead of a language model.

RulesWrite back ✓ApprovalERPillustrative

CNC programming assistant

Deliverable

Finds similar past jobs before programming a new part, reuses operations and tooling, and diagnoses NC program problems.

The problem
Programming depends on veterans; tens of thousands of old programs, none of them findable.
Who it's for
Machining, mould and fixture makers
Delivery
Private deployment, delivered in WeCom, Feishu, DingTalk or on the web
What it does
  • Batch-indexes historical NC programs and recommends past jobs by part similarity
  • Reuses operations, tools and parameters directly inside the CAM software
  • NC program diagnosis and multi-machine post-processing
  • Parameters come from a deterministic engine; the model only interprets and explains

Automatic BOM entry into ERP

Deliverable

Design BOMs are written into ERP automatically, whole orders roll back on error, and documents are archived.

The problem
BOMs are typed into ERP by hand — slow and error-prone — and drawing archives are a mess.
Who it's for
Manufacturers running an ERP
Delivery
Private deployment, delivered in WeCom, Feishu, DingTalk or on the web
What it does
  • Watches design output folders and parses BOMs
  • Validates by rule before writing to ERP; rolls back the whole order on error
  • Automatic archiving with version history
  • Pure rules — no language model involved

ERP business insight

Deliverable

Read-only access to ERP surfaces purchase price gaps, fulfilment shortfalls and excess stock, with a daily business report.

The problem
The ERP is full of data, but the owner can't see where the problems are each day.
Who it's for
Owners and business management
Delivery
Private deployment, delivered in WeCom, Feishu, DingTalk or on the web
What it does
  • Read-only ERP connection; business data is never changed
  • Finds price gaps, fulfilment shortfalls, excess stock and order-consolidation chances
  • Daily report pushed to WeCom on schedule
  • Every figure traces back to the source document

Purchasing data linked to drawings

Deliverable

Purchase records linked automatically to drawings, materials and suppliers — quotes, comparisons and tracking in one place.

The problem
Purchasing data lives in both Excel and ERP; finding a past price takes ages.
Who it's for
Purchasing teams, custom manufacturers
Delivery
Private deployment, delivered in WeCom, Feishu, DingTalk or on the web
What it does
  • Purchase orders linked to drawing numbers, materials and suppliers
  • Historical price comparison and price-increase lists
  • Supplier search and quoting assistant
  • Order tracking and delivery reminders

Visual QC AI worker

Deliverable

Staff take a photo in the chat app; AI finds defects and writes a structured QC report, while the final call stays with the inspector.

The problem
Manual inspection is inconsistent and hard to trace.
Who it's for
Visual inspection in textiles, electronics assembly, hardware, packaging and more
Delivery
Private deployment, delivered in WeCom, Feishu, DingTalk or on the web
What it does
  • Photo inspection in Feishu, DingTalk or WeCom, no public IP needed
  • A local vision model finds defects and grades them to industry standards
  • Low-confidence areas are zoomed, re-checked and handed to a person
  • Corrections enter the dataset only after human confirmation

Semiconductor test and analysis platform

Deliverable

A specialist AI platform for semiconductor R&D, failure analysis and test teams.

The problem
Reading test reports takes experts; evaluating test plans and lead times is manual.
Who it's for
Semiconductor test labs, failure-analysis teams
Delivery
Private deployment, delivered in WeCom, Feishu, DingTalk or on the web
What it does
  • Expert Q&A, deep research and AI reading of test reports
  • Image measurement toolkit
  • Custom test-plan evaluation and standard lead-time estimates
  • Test orders and the knowledge base in one place

Start with a half-day workshop

Your business owner and IT lead join us to pin down 1–3 candidate use cases and their success metrics.

Book a use-case workshop

  1. 1

    Use-case workshop

    Half a day, on site or online

    • Business owner and IT lead attend
    • Map 1–3 candidate use cases and the state of the data
    • Output: use-case list and draft success metrics

  2. 2

    PoC proposal

    Within a week of the workshop

    • Data and system boundaries, evaluation-set design
    • Milestones, commitments on both sides, acceptance bar
    • Output: a PoC proposal ready to sign

  3. 3

    Run the PoC

    2–4 weeks

    • Your real material, in a private or demo environment
    • Weekly check-ins with visible metrics
    • Output: evaluation report and launch plan