Automated lab accessioning

Automated accessioning for the paper your lab still receives.

Nexession reads the requisitions that arrive by fax and scanner, validates them field by field, and delivers clean HL7 orders into the LIS you already run, with a trained reviewer confirming identity and order content before anything is submitted.

HIPAA aligned Human review on every order Append-only audit trail
nexessionJOLead reviewer
Today · 38 orders
A2Z-04809Molecular panel · fax · 09:41
A2Z-04812Pathology req · scan · 09:38
A2Z-04815Molecular panel · fax · 09:36
A2Z-04816Pathology req · fax · 09:31

A2Z-04812 · Pathology requisition

Needs confirm
Patient
Jordan A. Rivera
Confirm
Date of birth
04 / 12 / 1979
Confirm
Test ordered — CMP
Checkbox marked
CV 0.98
Diagnosis code
E11.9
Transcribed
Ready once a reviewer confirms identity — enforced on the serverConfirm
HL7 v2.5.1·FHIR·HIPAA aligned·AES‑256·CLIA evidence·TLS 1.2+·OML^O21·Append-only audit·

Accessioning is the front door of every lab. We believe degreed scientists should spend their hours on science, not retyping faxes — and that automation on a medical order must be auditable down to the pixel.

Nexession automates the routine majority of paper orders and routes genuine uncertainty to a person. Providers change nothing. Your portal, your billing, and your LIS stay exactly as they are.

Staff keying a paper requisition by hand next to a laptop Keyed by handEvery field, every form

The problem

Referring practices still send paper, and the cost lands on your accessioners.

GI, dermatology, urology, and wound-care practices keep faxing requisitions because it fits their workflow, and the lab absorbs the cost rather than risk the referral relationship. Each of those forms is typed into the LIS by hand, and the mistakes cluster in the fields that are most expensive to fix.

  • Work that grows with volume. Every paper form is typed in by hand, so accessioning hours rise with referral volume.
  • Errors where they hurt most. Mistakes concentrate in identity, insurance, and test selection, driving rejected claims and callbacks.
  • The step a surveyor checks. Typing an order in is regulated transcription, and CLIA expects evidence it was done accurately.

From scan to submitted order

From the fax machine to your LIS, with one clear handoff to a person.

The engine handles the routine majority of orders on its own. Anything it is not certain about goes to a trained reviewer rather than being guessed at.

Read

Turn a page into structured fields.

Nexession identifies the form, aligns it, and reads each field. Checkboxes are measured with classical computer vision so every result can be checked by hand. Written fields are read with optical character recognition and scored for confidence.

Review

A person confirms what matters.

Patient identity and every machine read order detail are confirmed by a trained reviewer. The system enforces this on the server, so an order cannot be submitted until the confirmation is complete. Anything unclear is flagged, never guessed.

See the safety rules
A trained reviewer confirming order details Identity confirmedEnforced on the server
Deliver

Into the system you already run.

The order is sent to your laboratory information system as a standard HL7 message with acknowledgement tracking. If delivery fails, the order is held for retry rather than lost, and each message is linked back to the source image.

Interoperable by design

One structured order record decouples reading from delivery: HL7 v2.5.1 today, FHIR and other targets pluggable, working with common interface engines and tested against a test endpoint before anything touches your live interface.

Audit-grade by default

Every access and every field edit is written to a permanent, append-only log with the before and after value. Each field carries its source, region, confidence, and reviewer — the answer to an auditor’s “why was this value accepted?”

Principles

Built for the fields where a mistake matters.

A wrong test code or a mis-keyed identifier is a clinical and billing event, not a typo. Three rules are fixed in the software and cannot be turned off.

01

Checkboxes are read without AI.

Marks are measured with classical computer vision and stored with the exact numbers behind each decision, so a reviewer or an auditor can recheck any result by hand. No language model ever reads a checkbox.

02

Order content is transcribed, never invented.

Diagnosis codes, test selections, and provider identifiers are copied from the form. They are never inferred, defaulted, or normalized into a billable code. A blank field stays blank; an unreadable one goes to a person who reads the image.

03

Nothing submits until a person confirms.

A trained reviewer confirms patient identity and order content before any order is sent, enforced on the server rather than in the interface. Every access and edit is written to a permanent, append-only log with the before and after value.

In practice

Interoperable, auditable, and built for real lab days.

A clinical workstation in a controlled lab environment

Web-based

The review console runs in the browser your lab already has. Nothing to install.

Microscopes on a laboratory bench

Deterministic

Checkboxes measured by classical vision — every decision reproducible by hand.

Paper documents beside a laptop

Auditable

Every access and edit on a permanent, append-only record with before and after values.

A modern diagnostics laboratory

Interoperable

Standard HL7 into the LIS you already run, proven on a test endpoint first.

The full pipeline

Every order takes the same six auditable steps.

Each step has one job, and every value it produces carries a confidence score that decides where the order goes next. Nothing skips the line.

Screen

Check every file for type, size, and unsafe content.

Align

Match the page to a known layout and straighten it.

Read

Classical vision for marks, recognition for text.

Validate

Required fields and CLIA elements, then a grade.

Confirm

A person confirms identity and order content.

Deliver

Standard HL7 with acknowledgement tracking.

Green

High confidence. Ready for a final identity confirmation.

Yellow

Uncertain fields. Routed to a reviewer.

Red

Held until corrected.

A checkbox is never read by a language model, and a blank or unreadable field is never filled in for you.

The order record

Each field remembers where its value came from, and who signed off.

Nexession produces one structured order record for each requisition. Every field records the method that read it, the region of the page it came from, how sure the system was, and who confirmed it. When an auditor asks why a value was accepted, this record is the answer.

  • Source. Checkbox vision, character recognition, manual entry, or a placeholder.
  • Region and confidence. The exact area read, and a score that drives the grade.
  • Status and original value. Unreviewed, confirmed, corrected, or flagged — with the value before any edit kept.
Diagnosis code
E11.9
Needs confirm
Source
Handwriting · OCR
Confidence
0.71
Region
[418, 992, 96, 34]
Status
Unreviewed
Transcribed only — never inferred or completed to a billable code.

Who it serves

Designed around the three jobs that own accessioning.

Operations feels the labor line, compliance answers to the surveyor, and IT protects the interface. Nexession was built with all three in the room.

Stop scaling headcount with paper volume.

When referral volume grows, keying hours grow with it. Nexession breaks that line.

  • Staff review only what the system flags. The routine majority flows through; people handle the genuine exceptions.
  • Holds and callbacks fall. Identity, insurance, and test-selection errors are caught before the order reaches the LIS.
  • Growth without new keying FTEs. More paper volume becomes more review minutes, not more hires.
Sample tubes moving through a busy clinical laboratory Volume without headcountReview minutes, not keying hours

Walk into the survey with the evidence in hand.

Entering a requisition into the LIS is regulated transcription. Nexession produces the proof as it works.

  • Required elements mapped by citation. Validation rules reference CLIA 42 CFR 493.1241 directly, including the conditional Pap elements.
  • Sampled order-to-image comparisons. Agreement rates and exception logs export as a surveyor-ready report.
  • A permanent audit trail. Every access and edit recorded, append-only, with order-to-pixel lineage back to the source form.
A clinician reviewing documentation on screen Surveyor-readyEvidence produced as you work

Nothing about your stack changes.

Nexession is a complement to the LIS, not a replacement — and the connection is proven before it goes live.

  • Standard HL7 into your existing interface. OML^O21 over your transport, acknowledgement tracking, test endpoint first.
  • No provider-side change. Referring practices keep faxing; your portal and the LIS-to-billing handoff are untouched.
  • Security before data. A Business Associate Agreement before any PHI, encryption in transit and at rest, role-based access.
A controlled clinical environment Your LIS, unchangedTest endpoint first

Where we stand

We are early, so we lead with what you can verify.

A young company asking for a laboratory’s trust should show its guarantees rather than borrow logos. Each statement below is enforced in the software itself, and your team is welcome to test every one of them during a pilot.

A checkbox is never read by a language model.

Deterministic computer vision; every mark stores the measurement behind the decision.

Diagnosis, test, and provider codes are transcribed only.

Never inferred, defaulted, or normalized to a billable code. Blank stays blank.

No order submits without a person.

Identity confirmation enforced on the server and re-checked by a database trigger.

Every access and edit is on the record.

Append-only audit with actor, timestamp, and before-and-after value.

Transcription QA evidence, produced as you work.

Mapped to CLIA 42 CFR 493.1241 by citation, exportable for a surveyor.

Validated on synthetic data — and we say so.

Accuracy figures come from a synthetic test set until pilots produce real ones. Your pilot sets the real baseline.

A modern diagnostics laboratory

Fits the lab you already run

Your providers keep faxing the way they always have.

Orders simply arrive in your LIS already validated, over the interface you already run. The referral relationship stays intact, the portal and billing stay untouched, and the keying tax goes away.

HL7

Delivered as OML^O21 today, FHIR and other targets ready

1

Order record that decouples reading from delivery

0

Changes required from your referring providers

Where the product stands

A working engine today, validated on synthetic forms, connected per lab.

We say this plainly because trust is the point. The engine reads, validates, reviews, and delivers on a set of degraded synthetic requisitions. Live work with protected health information happens only inside a covered environment.

See it on your forms

Watch your own forms go through it.

A 30-minute online session: watch a requisition travel from fax to validated HL7 order, ask the hard questions, and leave with the pilot outline and the five inputs we need to begin. Nothing that comes later should be a surprise.

Prefer email? contact@nexession.com

Hear about it when the pilots land.

Occasional email updates on product milestones and pilot results, written by the team. A few times a year, and never a sales sequence.

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