Hospital-grade extraction · HCPCS · CPT · CMS-1500

The coding hour
your billers get back.

Tickmark reads the paper superbills, tick sheets, and CMS-1500s that still move through every hospital and returns submission-ready rows in under two seconds. Three model consensus. CMS HCPCS Level II validated. Nothing retained.

  • ~1-2sextraction · per page · sandbox
  • 2-modelconsensus pass · Sonnet + Opus
  • 0documents retained · BAA-ready
Representative output · no account required

What a real superbill extraction looks like.

The PDF on the left is a representative HCPCS encounter sheet. Press Run extraction to see the output Tickmark produces on this document — pre-rendered from the live engine for the demo, but identical to what the engine returns end to end. On real uploads the work happens in roughly a second and a half. Nothing leaves memory.

Source · PDFsample_hcpcs_superbill.pdf · 1 page
Extracted output · JSON · CSV-ready
Engine warm · awaiting input
How Tickmark works

Three layers between paper and the claim.

Tickmark is not one model with a prompt. It is a deterministic preprocessor, a consensus stage across two frontier models, and a crosswalk validator against the live CMS HCPCS Level II dataset. Every row carries its full provenance.

01

Deterministic preprocess

Tables, columns, and tick boxes are pulled with PyMuPDF before any model sees the page. Clean scans never burn an LLM token. The preprocess produces a typed table the consensus stage reasons over instead of free text.

Engine
PyMuPDF · tessdata fallback
Latency
~280ms · single page
02

Two-model consensus

Sonnet drafts the row set. Opus reviews the same input and either signs off or challenges. Mismatches escalate; matches ship. Every attempt is logged with model, latency, and token counts.

Primary
claude-sonnet-4.6
Verifier
claude-opus-4.7
03

Crosswalk validation

Every code is matched against the current CMS HCPCS Level II crosswalk. Modifier combinations validated against payer-specific rules. Rows that cannot be validated are surfaced with a reason instead of silently dropped.

Crosswalk
CMS · 2026 update
Payer rules
SEHA · DOH · CMS-1500
Who Tickmark is for

Different jobs. The same hour back.

RCM lead

Move the median charge-entry shift from forty minutes per encounter to under two. Cut front-end denials tied to manual transcription. Free your senior coders for the cases that actually deserve their attention.

Coder

Tickmark hands you a structured table with codes, units, and modifiers already paired. You review, adjust if needed, and submit. No keying digits off a faded scan.

Biller

CSV export drops straight into your billing system. Files clear before lunch instead of clearing by week-end. Audit trail per row stays with the encounter forever.

CFO

Zero document retention. BAA available. SOC 2 preparation underway. Pay per extraction or by clinic seat. The contract you can put in front of compliance fits on one page.

Trust architecture

The compliance answer fits in one column.

Zero retention

Files enter encrypted, are parsed in memory, and are destroyed the moment your CSV is ready. No backups. No object store. No replay.

No training

Customer documents are never used to train, tune, or evaluate any model. Contractually excluded. Auditable in the per-row provenance log.

BAA available

Business Associate Agreement signed before any production use. HIPAA-grade controls on the processing path. Jurisdiction-neutral by architecture.

SOC 2 in preparation

Type II preparation underway. Audit firm selection in progress. Status updates available to enterprise prospects on request.

Operating envelope

The numbers your IT review will ask for.

MetricValueNotes
Document typesHCPCS superbills · CMS-1500 · ticksheets · SEHA charge formsCustom layouts: 48h turn
Latency · target~1-2s per pageSandbox observation, single page
Pipeline2-model consensus + crosswalkSonnet + Opus + CMS HCPCS
AccuracyBenchmarks land at GAPilot scoping in progress
Batch sizeUp to 200 documentsSync API or ZIP upload
Output formatsCSV · JSON · XLSXDirect push: roadmap
RegionUAE · me-central-1EU + US on enterprise plans
UptimeTracked from GALive status: status.nomoi.ai
Bring your own

Upload a real superbill. Download the CSV.

The sandbox above runs on a representative sample. To extract from your own document and pull the CSV, create a free trial. Five extractions free. No card required. BAA executed before any production use.

Pricing

Invoice-based pilots. Grandfathered rates locked at sign-up.

Tickmark is in invoice-only pilot until the UAE merchant approval clears. Pilots run on a flat fee per clinic for the duration, with the rate you sign at grandfathered against any future list pricing. Reach out and we shape the pilot together.

Operator

Assel Wanigasekara

Founder. Revenue cycle management at Sheikh Shakhbout Medical City by day, building every NOMOI instrument by evening. Tickmark grew out of denial-rate work on the actual billing floor, not a feature roadmap. Reachable directly — no sales gate, no demo theatre.