Lab Operations AI Workflows

We build and manage 6 AI workflows for automate lims workflows, sample tracking, requisition processing, instrument integration, qc, and results delivery across your lab.

94% OCR accuracy on handwritten orders

The Challenge

Why this matters

Healthcare organizations face real, measurable pain in lab operations workflows. Here's what we see every day.

6 minutes per requisition manual entry

Lab staff spend an average of 6 minutes manually entering each requisition. With hundreds per day, that's a full-time employee just on data entry.

Missing info delays accessioning

Incomplete requisitions missing ICD-10 codes, insurance info, or ABNs force lab staff to chase down providers, delaying results.

Staff shortages across the industry

Medical lab staffing has been in crisis. Automating data entry and document handling frees staff to focus on analytical work.

Manual QC and result validation

Quality control checks and result validation are done by hand, creating bottlenecks and risking errors in high-volume labs.

The Reality

Your Lab Staff Shouldn’t Be Doing Data Entry

Lab staff spend an average of 6 minutes manually entering each requisition. In a lab processing 500 specimens a day, that’s 50 hours of data entry per week — the equivalent of more than one full-time employee doing nothing but typing patient names, ICD-10 codes, and insurance information into a LIMS. And the lab industry is facing the worst staffing shortage in its history. You can’t afford to waste skilled technologists on work that machines should be doing.

The typical response is to evaluate laboratory automation software — a platform that promises to streamline lab workflows through a better interface or a more modern database. But most lab automation platforms are designed around the LIMS, not around the operational workflows that surround it. They don’t handle the faxed requisitions, the incomplete orders, the instrument interface gaps, or the manual QC processes that actually consume your team’s time.

Lab workflow automation addresses the operational reality. Requisitions arrive by fax? Our OCR extracts patient and order details in under 60 seconds with 94% accuracy. Missing ICD-10 codes? Validation rules flag incomplete orders before they reach accessioning. QC results need review? Automated rules evaluate results against configurable ranges and escalate only the exceptions. Results ready for delivery? They’re formatted and sent to the ordering provider through the right channel automatically.

Gistia builds lab workflow automation by connecting your LIMS, instruments, client portal, and communication systems into automated pipelines. We handle the OCR configuration, the validation rules, the instrument interfaces, and the ongoing optimization. Your lab staff focuses on the analytical work that requires their expertise, not the administrative work that doesn’t.

Solutions

AI Workflows We Build

6 AI workflows we build and manage for lab operations. Click any card to see how we deliver it.

Unshipped Order Monitoring

Scan order repository for entries lacking tracking details and alert the fulfillment team.

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Approved Referral Routing

When a referral order is received, screen for required CPT codes and route to the appropriate lab/provider.

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End-to-End Lab Requisition Assembly

Upon receipt of a lab order, extract customer and order details and assemble a complete requisition.

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Handwritten Requisition OCR

AI-powered digitization of handwritten lab requisitions in under 60 seconds with 94% accuracy.

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Missing Info Detection

Automatically catch missing ICD-10 codes, insurance info, ABNs, and NPI numbers before accessioning.

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LIMS Workflow Orchestration

End-to-end automation from order entry through results delivery across multiple LIMS platforms.

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Our Approach

Why We Build Automations, Not Software

Laboratory automation software focuses on the LIMS and its features. Lab workflow automation focuses on the operational processes that happen around the LIMS — the requisitions, the data entry, the QC, and the results delivery. Here’s the difference.

Laboratory Automation SoftwareGistia Automation
Requisition ProcessingManual entry into LIMS fieldsOCR extraction (94% accuracy) with auto-population and validation
Incomplete OrdersStaff discovers missing info during accessioningValidation rules flag gaps before orders reach the bench
Sample TrackingTracking within LIMS moduleEnd-to-end tracking from receipt through processing, QC, and delivery
QC ReviewManual review of every QC resultAuto-evaluation against ranges; only exceptions reach reviewers
Results DeliveryStaff manually sends reportsFormatted and routed automatically via portal, fax, or HL7 interface
Instrument IntegrationVendor-supported interfaces onlyCustom interfaces for any instrument, including legacy equipment

Process

How It Works

Unlike self-serve platforms, we handle everything. Three steps to AI-powered lab operations workflows.

1. Assess

We audit your current lab operations workflows, identify bottlenecks, and map which automations deliver the highest ROI.

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1-2 weeks

2. Build

We configure integrations, build automation pipelines, and test everything with your real data before going live.

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2-4 weeks

3. Run

We monitor, maintain, and optimize your automations on an ongoing basis. You focus on patients, we handle the tech.

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Managed for you

Results

What Our Clients Achieve

Real outcomes from healthcare organizations using Gistia automations.

43% faster order entry

Requisition Automation

National reference lab reduced order entry time from 6.3 to 3.6 minutes per specimen and recovered $1.2M in annual revenue through automated requisition processing and billing validation.

Read the case study →
64% TAT reduction

LIMS Modernization

Clinical lab reduced turnaround time from 72 to 26 hours while improving orders processed per FTE by 72% through automated workflow optimization.

Read the case study →
90% reporting time saved

Unified Lab Operations

National pathology lab cut monthly reporting from 40 hours to 4 by centralizing data from 8 LIS systems into a unified automated reporting platform.

Read the case study →

Integrations

Systems We Connect

We connect with 100+ healthcare systems. Here are the tools we integrate most often for lab operations.

Orchard
Sunquest
LabWare
Epic Beaker
Cerner PathNet
Health Gorilla

Don't see your system? Contact us — we integrate with virtually any healthcare platform via API, HL7, or FHIR.

FAQ

Frequently Asked Questions

Can you handle handwritten lab requisitions?

Yes. Our OCR technology digitizes handwritten lab requisitions in under 60 seconds with 94% accuracy, including patient details, ICD-10 codes, and test orders.

How do you catch missing information?

We automatically validate each requisition for required fields: ICD-10 codes, insurance info, ABNs, NPI numbers, and specimen details, flagging gaps before accessioning.

Which LIMS platforms do you integrate with?

We work with all major LIMS platforms including Orchard, Sunquest, LabWare, Epic Beaker, and Cerner PathNet, plus custom and legacy systems.

Can you automate sample tracking end-to-end?

Yes. We automate the full sample lifecycle from accessioning through processing, QC, results validation, and delivery across single or multi-site lab operations.

How does end-to-end lab requisition assembly work?

We receive the lab order, extract patient and order details via OCR, validate completeness, generate a formatted requisition, and route it to accessioning, all automatically.

How does lab workflow automation compare to laboratory automation software?

Laboratory automation software is typically a LIMS or middleware platform. Lab workflow automation addresses the operational processes around your LIMS — requisition intake, data validation, QC review, and results delivery. We build the automated workflows that connect your LIMS to the rest of your lab operations.

How much does lab workflow automation cost?

Cost depends on your specimen volume, the number of workflows we automate, and the systems we connect. We scope a fixed monthly fee after a lab operations assessment. Most labs see positive ROI within 90 days through recovered staff time and reduced errors.

Do I need to replace my existing LIMS?

No. We build automation on top of your current LIMS — Orchard, Sunquest, LabWare, Epic Beaker, Cerner PathNet, or even legacy custom systems. If your LIMS does need replacing, we handle that too (see Lab Systems Modernization).

Can you automate workflows for specialty testing?

Yes. We build custom workflows for toxicology, genetics, pathology, and other specialty testing that have unique data flows, result formats, and reporting requirements. Each workflow is configured for your specific test menu and clinical protocols.

Ready to Automate Lab Operations?

Book an AI assessment and we'll map your lab operations workflows, identify quick wins, and show you exactly what we'd automate first.