Nox-Lumen MfgManufacturing AI services
What we do
We are an implementation crew for SMEs.
Generic agents rarely survive contact with reality—data is scattered, rules don’t fit, ERP/MES/CAD/UIs disagree, nobody babysits the workflow. Sitting on top of combo agent we ship scenario-specific turnkey stacks plus managed operations afterward so leadership never has to bootstrap an ML guild.
Audience:
- Owners / PMs / IT leads at smaller fabricators & façade contractors chasing margin
- Operators who dislike hiring a full-stack AI roster
- Teams burned by flashy demos that cratered inside their plant taxonomy
Real-world blockers we remove
| # | Trap | Symptoms |
|---|---|---|
| D1 | Generic assistants fail locally | Impressive POC, flops on shop jargon |
| D2 | Data fragmentation | CAD / ERP / MES / IM / USB sticks—no single fabric |
| D3 | Tribal knowledge | Senior leaves → throughput collapses |
| D4 | DIY AI cost | Eight-figure build just to ship one workflow |
We own the “works in your factory + keeps working” segment.
Differentiators S1–S6
| Pillar | Copy |
|---|---|
| S1 | combo agent backbone + Skill marketplace → −60 % bespoke effort vs greenfield bots |
| S2 | Encode veteran heuristics as versioned Skills + rule libraries |
| S3 | Every AI output cites evidence—humans approve release decisions |
| S4 | Native bridges to Lark / WeCom / DingTalk / Polarion / Jira / Git / MinIO already battle-tested |
| S5 | On-prem isolation, optional national crypto modules |
| S6 (new) | Hosted ops — model swaps, supervised rule evolution, alerting, SLA |
Reference vignettes
Overseas window-engineering engagements below illustrate the continuum; specifics always re-tailored:
AI drawing QA
Cross-view reconciliation · three-layer libraries · severity routing · conversational clarifications · engineer sign-off
AI quotation
Tiering · neighbour search · no-loss maths · bundled add-ons · V1-compatible Excel outputs
Two-system coupling
Mandatory contracts between review ↔ quote · unified memory corpus
Explore automotive tooling on Nox-Lumen Auto for deeper V-model coverage.
Delivery rhythm (four phases)
Each phase gates the next—stop anytime without recurring fees after P0.
| Phase | Scope | Calendar | Commercial |
|---|---|---|---|
| P0 · diagnostic | Remote/on-site opportunity scan, data & integration inventory | 1–2 wks | Free |
| P1 · PoC | Highest-ROI slice end-to-end on real samples | 2–4 wks | Weekly T&M |
| P2 · build | Production wiring, training, documentation | project-based | Fixed quote |
| P3 · hosting | Ops, upgrades, guardrails, 7×24 option | ongoing | Annual subscription |
Value narrative
Faster decisions, explainable automation, knowledge that survives turnover, no full-time model wranglers on payroll.
Integration cheat sheet
| Class | Examples | Mode |
|---|---|---|
| Collaboration | Feishu / WeCom / DingTalk | Native channels |
| ALM | DOORS / Polarion / Jama / Feishu Projects | Adapter + webhooks |
| SCM | Gerrit / GitLab / GitHub | OAuth + APIs |
| Storage | Dedicated MinIO tenant | Built-in |
| Documents | PDF / DOCX / XLSX / CAD snapshots / phone photos | Unified parsers |
| SMTP / IMAP | Skill packs |
FAQ
Q: Aren’t we duplicating “ChatGPT for manufacturing”?
A: Foundation models are table stakes; we deliver the last mile—data contracts, Skills, governance, hosting.
Q: Too small to matter?
A: Smaller plants benefit most by outsourcing the stack instead of hiring ML+DevOps.
Q: Data safety?
A: Private VPC, air-gap options, per-tenant storage, no cross-customer benchmarking.
Q: Post go-live?
A: Managed operations is the default offering—not a handoff-and-run.
Q: How to start?
A: Book the complimentary P0 diagnostic; you receive a ranked opportunity map with zero obligation.
Contact
- Email: info@nox-lumen.com
- Phone: +86 177‑3982‑3766
- In-product chat: lower-right widget after login