Understand the order
Drop in a client's PDF work plan, a messaging screenshot, or a single sentence. AI translates it end-to-end into a structured work order — no manual re-typing.
LAIMS unifies orders, samples, testing and reporting into one traceable flow. AI reads the paperwork, matches the methods, fills the records and drafts the report — your people simply verify.
Testing institutes, disease-control centres, geological survey units, universities and industrial groups — in daily production, on real orders.
Selected clients. A partial list of organisations running LAIMS in production.
This is not a concept demo. It runs daily inside live CMA laboratories, on real orders, under real deadlines.
Drop in a client's PDF work plan, a messaging screenshot, or a single sentence. AI translates it end-to-end into a structured work order — no manual re-typing.
Non-standard and colloquial test descriptions are re-read and standardized, then consolidated into your own method library — no more one indicator with five spellings.
Sampling sheets, analysis records and instrument workstation files are recognized and entered by AI. Front-line staff only verify the result — one training session is enough.
Historical templates are reused intelligently, laid out to your client's conventions, and exported to Word, Excel or PDF — with every change left on the record.
Models and data never leave your own server room.
Professional terms and prompts are maintained by your team, not ours.
Turn AI off and no core workflow is affected.
Feedback from an environmental testing laboratory running LAIMS in daily production. The metric is the share of that role's work now handled by the system.
Figures vary with business volume and pay structure. This is workload substituted — not headcount cut.
From client request to signed report — closed loop. Orders, samples, raw records, reports and billing all hang off a single work-order chain: any change is traced forward and audited backward.
One laboratory, one year — the volume these results were achieved at.
Captured from laboratories running LAIMS today.
The same task chain, wherever the work happens.
Request registration, task dispatch, record entry and report compilation — completed on one screen.
50 built-in analysis record templates, filled online with automatic calculation and rounding.
Client materials, sample lists and historical plans imported in bulk — no line-by-line typing.
Clone a similar request into a new order; repeat work is never re-typed.
Labels, transfer sheets and raw records printed to template; sample handover completed by scan.
Field sampling, photo evidence, offline work and approvals — the phone is the terminal.
On-site photos are automatically linked to the sample and task; GPS and timestamp enter the database with the data.
Keep filling forms with no signal; data syncs automatically once back online. Nothing lost, nothing scrambled.
Sample labels and transfer sheets printed over Bluetooth; handover completed by scan — zero manual copying.
Rush tasks, pending approvals and overdue alerts straight to the mobile.
The path of least effort: people verify, they don't transcribe.
PDF work plan, messaging screenshot, or a one-line description.
Non-standard wording re-read and normalized into your own method and indicator library.
Sampling entries, analysis entries and workstation data recognized and entered by AI.
Historical templates reused intelligently; Word, Excel and PDF output in one click.
Substituted workload converted into people — roughly ¥600,000 of labour value created per laboratory, per year.
Basis: ¥100,000 per person per year. Six roles substitute roughly ¥900,000 of combined labour; net of system investment, approximately ¥600,000. Returns vary with volume and pay structure.
Every requirement mapped line by line. Four layers of security, switched on by default and impossible to bypass.
Single sign-on and multi-factor authentication, least-privilege authorization by role, and watermarking to deter screenshot leakage.
Field-level encrypted storage, sensitive-data masking, and raw instrument data written straight to the database with no manual editing possible.
Complete operation logs across 5 forms, 14+ signature flows and 90+ data tables — all traceable and exportable.
Level-3 classified-protection filing, cloud baseline audits and third-party penetration testing passed.
Orders are cross-checked against staff authorization, equipment usage, material consumption and method records. Paperwork that doesn't add up is flagged automatically — people, machines, materials, methods and environment, compared against each other.
These three are the highest-frequency findings in audits and unannounced inspections. The system stops the risk before the report is signed.
Built on the Mingdao Cloud HAP platform — multi-terminal access, eight capability modules, a 48-microservice stack, and private or domestic-stack deployment. Business changes; the system keeps up.
Add fields, change flows, build reports in the UI. Most requests are absorbed here — billed by the hour.
Complex calculations and bespoke interfaces via JS code blocks, custom views and plugins on React / Vue.
OpenAPI, Webhooks and an integration hub connect ERP, OA and instrument workstations. Built-in AI assistant and workflows, BYOK model choice.
SaaS, private cloud or on-premises; x86 and ARM64; domestic OS and database stacks. Docker Compose or Kubernetes.
At one flagship laboratory, LAIMS has run in continuous production for four years. Customer-service headcount went from four to zero — with order throughput unchanged.
Between the client's plan and the laboratory bench sit three roles that translate, re-key and relay information. AI removes those steps, not the people who do meaningful work.
Any format — PDF, screenshot, or a written note.
Structured, normalized, matched to your method library.
Dispatched to the laboratory with the method attached.
This step no longer exists.
Periodic contracts work the same way: an annual or quarterly order is entered once and split automatically into per-period dispatched tasks.
The zero-code foundation carries more than LIMS. Two complete business systems, shipped end to end.
Office towers and industrial parks. Five functional domains, thirty sub-functions, closed-loop across seven collection-focused steps.
Manufacturing and supply-chain collaboration. Five functional domains, thirty sub-functions, driven by sourcing rounds.
Eight core members, all from environmental science and geochemistry backgrounds — combining laboratory understanding with software engineering. Founders deliver projects directly; nothing is subcontracted.
Shenzhen high-level talent. PhD from the University of Naples Federico II, Italy; postdoctoral fellow at Shenzhen University. Leads LAIMS research and development.
Former product manager for Huawei Enterprise BG in Southeast Asia. Author of Digital Factory; originator of the "six-level digital flywheel" model.
Partner at Prospect Field and founder of Hechuang Jingwei, focused on zero-code. Former regional representative for Qiangliu in South China; strategy and brand specialist.
Go-live is not the end of the service — it is the beginning. Five stages, one service thread running the full system lifecycle. Every stage has a named deliverable.
Business-process diagnosis and digital roadmap.
Private coaching; build one application hands-on with you.
System build to the confirmed scope; data migration and initialization.
Old and new processes run in parallel; on-site presence, issues resolved live.
Tiered response and recovery, quarterly inspection, version upgrades.
Each milestone is committed as an earliest-to-latest window, and both ends are theoretical values. As long as the result lands inside the window, expectations are met. Our team only withdraws from a department after that department signs off that the flow "runs smoothly" — we do not leave early.
Whether a request is free or billable is decided by one question: does it change the data structure? Configuration-level adjustments, dashboard tweaks and changes within the template quota are included. New modules, new data structures and new interfaces are quoted per person-day — and no work starts before scope and cost are confirmed.
Our recommendation: run the main process end to end for two weeks, prove the value with your real orders, and only then decide on a long-term commitment.
Walk your real orders through the full process with our team in the room.
A two-week plan tailored to your headcount and order volume.