THE PLATFORM

Four modules,
explicit maturity

REPORT is in production; GUIDE and LaudAI are in beta; CRIT is in a controlled pilot. All are assistive: the physician provides the findings, reviews, edits, validates and signs in the official system.

52 s
MEDIAN · EDITOR → SIGNATURE
54.6%
OF REPORTS IN UNDER 1 MIN
≈10 h
ESTIMATE PER 100 REPORTS

n = 5,200 reports · fixed period: April 9 to May 9, 2026 · from editor open to signature · See methodology
10 h estimate: 100 reports × (10 min external reference − 4 min internal mean). This is not a paired comparison.

Voice waveform turning into structured report lines
TIME PER REPORT, IN THE SAME MEASUREMENT
Manual workflow (literature) ~10 min
Laudos.AI · mean, complex cases included 3–5 min
Laudos.AI · median 52 s

Median and distribution measured in production, from editor open to signature. The mean includes the complex cases. See methodology

ONE SINGLE WORKFLOW
REPORT Speech becomes a structured report.
GUIDE The classification arrives with the criterion.
CRIT The critical finding becomes a protocol.
LaudAI The house template, governed.

Hover over it: the modules dissolve into characters — and come back. The report does not.

Data flow defined per deployment

Processing, transmission, persistence, logs, retention and backups are documented per feature.

IN DETAIL

The modules

The AI orbits the physician, never the other way around

Technique, findings, impression and classifications assemble around the person who signs. The radiologist does not become a software operator: they keep looking at the image, saying what they see and deciding what they sign.

This architecture has a practical consequence: the 52-second median between opening the editor and signing does not come from a dangerous shortcut; it comes from clearing away everything that is not a clinical decision. The context arrives ready, the structure assembles itself, the review stays visible at all times.

Governed end to end

Each exam carries its own log: what the AI suggested, what the physician changed, when they signed, to whom the critical finding was communicated. Templates are versioned and approved by the institution. It is the design that Resolution 2.454/2026 requires, implemented from the architecture up.

The workflow, step by step

  • BEFORE THE EXAMWorklist, indication and priors imported from the RIS and the PACS, with no manual upload
  • DURING DICTATIONLive structuring into technique, analysis and impression, with review always visible
  • AT SIGNATUREFine-tuning, GUIDE-suggested classification checked, physician signature
  • AFTER THE SIGNATUREReturn to the system and critical protocol only when connectors and CRIT are configured and validated
  • ALWAYSNo autonomous image interpretation, diagnosis, signature or release
FAQ

Direct questions

How long does a report really take?

Measured in production: a median of 52 seconds from editor open to signature, with 54.6% of reports going out in under 1 minute. The average sits at 3 to 5 minutes because it includes complex cases. In the literature, the manual workflow runs at around 10 minutes per report.

Does the AI sign anything on its own?

Never. The AI structures and suggests; review, editing and signature are the physician's, in compliance with CFM Resolution 2.454/2026.

Do I need to adopt all four modules at once?

No. The modules come in together or in stages, depending on the maturity of your operation's workflow. The pilot defines the order that makes sense.

Does it work with my RIS and PACS?

It depends on the system, version and connector. API, HL7/DICOM and Agent are distinct paths, validated per deployment; there is no promise of universal compatibility.

See integrations See pricing Compare with alternatives

The whole workflow, from the first click to signature

The exam arrives with context: worklist, clinical indication and priors come in from the RIS and the PACS with no manual upload. You open the editor and dictate the way you reason through the case; your speech becomes Technique, Analysis and Impression in the house template as you talk, with the terminology your institution has standardized. When a classifiable finding appears, GUIDE suggests the category with the criterion cited; when a critical finding appears, CRIT opens the communication protocol with an SLA and an audit trail.

Review is organized by fields so you can check relevant details. After signature, the report returns to your RIS in its expected format. The exam retains a record of AI suggestions, edits, signature and communication. The 52-second median measures from editor open to signature. Return to the RIS and finding communication are outside this measure.

Four modules that work as one

REPORT, GUIDE, CRIT and LaudAI are not four products sold together: they are four stations on the same route. The template governed by LaudAI is what REPORT fills with your speech; the classification GUIDE suggests goes into the right field of that template; the critical finding CRIT communicates comes from the report you have just structured. Each module can come in stages during deployment, but the compound value shows up when the workflow closes.

The radiologist remains the author at every point: the AI structures and suggests, never decides. Review, editing and signature belong to the physician by architecture, in line with CFM Resolution 2.454/2026, and the per-exam log makes that authorship demonstrable in an audit.

How to decide without buying a promise

Where an operation should start

The entry point does not have to be all four modules at the same time. A team can start with REPORT to measure time to signature, with LaudAI to govern templates, or with CRIT when critical-finding communication is the most urgent risk. The pilot sets a baseline, turns on the chosen module and compares the routine before and after with the same team and the same exam type.

The modules share context and audit trail, but adoption can be gradual. That separation makes it possible to prove value in one step without requiring a broad process change. When the operation expands, the report that started in REPORT already carries the LaudAI structure, the classification reviewed in GUIDE and, when needed, the CRIT protocol.

What needs to be clear before the demo ends

For the radiologist: how to dictate, review and sign without losing authorship. For clinical leadership: who governs templates, classifications and protocols. For IT: where the worklist and context come in from and where the report goes back to. For the DPO: which artifacts persist and which are discarded. If any of these answers is not clear in your scenario, there is no pilot design yet; there is only a product presentation.

NEXT STEP

See the four modules in your workflow

Live demo with your exam types and your institution's template, right in the product.

FAQ

Questions and answers

What are the platform's modules?

REPORT is in production. GUIDE and LaudAI are in beta. CRIT is in a controlled pilot, with no universal public SLA. Agent and the institutional dashboard are in beta; integrations are in a private pilot. voxelOS.health is a prototype. How this is governed

How long does a report take in practice?

The median measured in production is 52 seconds between editor open and signature, with 54.6% of reports under one minute. Including complex cases as well, the average falls between 3 and 5 minutes, versus around 10 minutes for the manual workflow described in the literature. How we measure

Is the dictation audio stored?

The cycle depends on the feature and the contracted configuration. Audio, transcription, draft, final report, logs and backups are distinct categories, with transmission, persistence and retention documented per deployment. Retention and encryption

Do I need to switch windows to report?

That depends on the system and the connector. The Agent beta can reduce context switching in compatible environments, but each system and version needs validation, and sensitive actions require confirmation. PACS and RIS integration

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