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Case studies

All cases are anonymised; client names can be shared in person under confidentiality. Every figure was measured in the client's production environment, and its source is given.

Client A: chip test-fixture manufacturer

Status: Phase 1 delivered; phases 2 and 3 in delivery

Started with office work, then moved into design and production phase by phase as trust grew.

What we built

  • Enterprise AI platform and ten office capabilities (phase 1, delivered)
  • Knowledge base indexed through file encryption, knowledge and drawing workbench, 3D part de-duplication, automatic BOM entry into ERP (delivered)
  • CNC programming assistant, CAD design assistant, ERP business insight (in delivery)

Measured in production

17,020

technical documents indexed through file encryption (20.5 GB)

Source: Knowledge base, delivered

2,908,473

file records brought under one search (controlled and business documents)

Source: Knowledge and drawing workbench, delivered

0.82 s

P95 latency for drawing-number and full-text search at 30 concurrent sessions — 5,146 requests, zero failures

Source: Knowledge and drawing workbench, delivered

98.64%

of 3D parts covered by the geometry index (228,980 parts)

Source: 3D part de-duplication, delivered

82 mswas 22 s

median time to find similar past designs, across 9,390 real cases

Source: 3D CAD design assistant, in delivery

12,993

historical NC programs analysed to find the programming bottleneck before building anything

Source: CNC programming assistant, in delivery

1.1 swas 34 s

load time of the daily business report

Source: ERP business insight, in delivery

Client B: automotive parts group

Status: In delivery

Office and R&D design tracks running in parallel.

What we built

  • Group-wide AI office assistant: built and load-tested
  • Automatic 2D drawings from 3D body-part models: in internal beta

A state-owned enterprise

Status: Product delivered

Delivery on a domestic stack, fully offline.

What we built

  • Domestic-stack agent orchestration platform, delivered under the client's brand
  • Domestic database support, offline ARM installer, rehearsed install, upgrade and rollback

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