[ Manual workflow ]
- 01Export data from the LIMS
- 02Reshape and normalize it in spreadsheets
- 03Submit to a machine validator
- 04Investigate rejection and repeat the work
[ Project case study · Laboratory informatics ]
From lab data to exact-format deliverables—without the spreadsheet.
A reporting and operations platform that sits beside an existing LIMS, compiles machine-validated electronic deliverables, and keeps the workflow traceable from source data through download.
[ Executive overview ]
The compliance layer the source system could not provide.
Environmental laboratories exchange results through strict electronic formats that receiving systems validate automatically. When a LIMS does not produce those formats, staff are left to reshape exports in spreadsheets—concentrating critical rules in a manual process and turning every rejected file into rework.
Atlas Thread Digital built a code-owned platform that operates beside the existing LIMS. It mirrors the required data into a reporting database, compiles three distinct deliverable structures on demand, protects those pipelines with golden-file conformance tests, records each download, and reuses the same mirror for live operations and management analytics.
[ Workflow transformation ]
Move format knowledge out of the spreadsheet and into a tested pipeline.
[ Platform workflow ]
- 01Select batches or sample identifiers
- 02Compile from the governed reporting mirror
- 03Apply encoded format and quality rules
- 04Download with audit and billing capture
[ Architecture ]
Keep the system of record untouched. Build the operational layer beside it.
The replica-based pattern isolates laboratory operations from reporting load while creating one governed source for deliverables, dashboards, analytics, assistance, and billing capture.
- 01
Existing LIMS
The laboratory's system of record remains authoritative and is treated as a read-only source.
- 02
Incremental mirror
Persisted cursors copy only changed laboratory and reference data into a local reporting database.
- 03
Rules engine
Database-centered compilation logic applies format, quality-control, normalization, and naming rules.
- 04
Deliverables
Queued workflows produce structured bundles, workbooks, and flat files with an audit event at download.
[ One mirror · multiple operating views ]
Operations dashboard
Business-day analytics
Governed assistant
Billing queue
[ Key capabilities ]
One platform across compliance, operations, and support.
Multi-format deliverable generation
Three structurally different electronic deliverables are compiled from one source, with the quality-control, detection-limit, normalization, and naming rules that determine whether a receiving system accepts the file.
LIMS decoupling
Cursor-based replication keeps reporting and analytics off the production system while preserving the LIMS as the authoritative source. Targeted refreshes keep time-sensitive work current.
Golden-file conformance
Generated workbooks and delimited files are compared with known-good outputs so changes can be checked at the cell and field level before they reach staff or external recipients.
Live operations visibility
A push-based dashboard and dedicated wall-display mode surface throughput, pending validation, and short-hold work without repeatedly querying the source system.
Business-day analytics
Turnaround and due-date reporting accounts for weekends and laboratory closure days, with configurable periods and selected-section PDF export for management review.
Generation-linked billing capture
Each download creates a reviewable billing record, while a background sweep finds qualifying work completed outside the application. Optional reconciliation can advance records from invoice data.
Governed assistance
A built-in assistant uses code-enforced roles, bounded read-only tools, governed retrieval, output validation, and explicit human confirmation before drafting a support action.
Rollback-safe delivery
Automated builds, tests, secret scanning, traceable artifacts, staged releases, health checks, and automatic rollback bring modern delivery controls to a Windows-hosted environment.
[ User experience ]
Organized around the work laboratory teams already do.
[ Generate ]
Turn a batch into a validated deliverable
Staff find a batch or paste sample identifiers, queue one or more jobs, follow per-sample progress, and receive each completed file in the browser. Supporting uploads and maintained templates supply the data the LIMS does not hold.
[ Watch ]
See the laboratory as work moves
KPI cards, operational charts, and a short-hold worklist refresh without page reloads. Staff can shift from a live view to client and period filters, while a purpose-built TV mode supports an unattended floor display.
[ Review ]
Connect delivery, analytics, and billing
Administration views expose generated work, invoice state, closure-day rules, audit context, and reportable analytics without turning the LIMS into a reporting workload.
[ Ask ]
Get help inside the workflow
The embedded assistant can answer bounded questions using governed knowledge and permitted read-only data. If escalation is needed, the user reviews the drafted request before it is filed.
[ Business value ]
Make the rules repeatable, the work visible, and the handoff traceable.
- Moves deliverable assembly from spreadsheet knowledge into a repeatable system
- Addresses rejection-causing format rules before files leave the laboratory
- Protects the production LIMS from reporting and analytics workload
- Makes turnaround, backlog, validation, and short-hold work visible
- Creates a reviewable connection between completed work and billing
- Preserves a human decision boundary around assistant-led support actions
[ Where this approach applies ]
A reusable model for exact outputs and constrained source systems.
Mandated output generation
Compile exact machine-validated formats for environmental, clinical, agricultural, financial, or supply-chain reporting from an existing system of record.
Reporting beside a vendor system
Build exports, analytics, and integrations against a local mirror when an ERP, EHR, LIMS, or practice platform cannot be modified safely.
Operations visibility on the floor
Use push-based KPIs, exception worklists, business calendars, and unattended displays for laboratories, clinics, warehouses, and production facilities.
Closing invoice leakage
Record deliverables as they are produced, identify work that bypassed the application, and reconcile the queue against a billing platform.
Governed AI in sensitive workflows
Add assistance through deterministic permissions, read-only tool boundaries, governed retrieval, audit logging, and human-confirmed actions.
[ Public-safe technical summary ]
Modern application engineering around an established system.
The platform combines a server-rendered .NET web application, real-time browser updates, hosted background services, and a SQL Server reporting layer. Incremental replication isolates the source LIMS; queued generation and concurrency controls protect constrained infrastructure; document outputs are produced server-side; and delivery uses tested, traceable artifacts with health-checked rollback.
.NETBlazor ServerMicrosoft SQL ServerSignalRExcel + PDF generationOpenID ConnectCloud-hosted IISAutomated CI/CD
[ Start a conversation ]
What exact-format work is your team still finishing by hand?
We can help you build a governed reporting layer beside the systems you already depend on.