METASPEQ Studio

Governed NIR quality control, from spectrum to signed result.

Studio runs your metaspeQ analysers, predicts with signed calibration models, refuses samples it doesn't know, and keeps a record of who did what. It runs on Microsoft Azure, and your team signs in with their work Microsoft account.

For the instrument PC

METASPEQ Studio for Windows

One installer for the PC beside your analyser. Studio opens in its own window with the same Microsoft sign-in, and the instrument agent runs in the background, so the analyser stays online even when the window is closed.

  • Windows 10 or 11, 64-bit
  • Administrator rights (installs for all users)
  • Hamamatsu detector driver installed
  • Outbound HTTPS to Studio and Microsoft sign-in

Available to metaspeQ customers. Our engineer installs and configures it on your instrument PC during onboarding, together with your detector files and sign-in settings.

Request the installer
Version 0.1.0Windows installer (.exe) · 193 MB

SHA-256 98809FA820D6360E63759AC84138433B69CA2BE158DF901341F014DB59AA5CC0

Already a customer? Email info@metaspeq.com to arrange an install or an upgrade.

METASPEQ Studio dashboard: predictions in the last 24 hours, in-domain rate, production models, latency, the latest NIR spectrum, the predicted result with Hotelling T² and Q residual, model drift telemetry and recent predictions

The live overview from a demo run on a simulated instrument. Every result passed the input checks; anything outside the calibration range shows OUT OF DOMAIN and carries no value.

QC from anywhere

The scan happens at the plant. The decision can happen anywhere.

The operator scans at the bench. METASPEQ Studio checks the result, records it and sends it to QA. QA reviews and signs from any browser, at home, on the road or in the air.

Plant floor · Blend line 1
metaspeQ 9001700 nm

1. Scan at the bench. Results in under a minute.

METASPEQ Studio · Microsoft Azure
  • Input checks passed
  • Inside the calibration range
  • Prediction recorded
  • Audit entry chained
  • Sent to QA for signature

2. Checked and recorded. Every step on the audit trail.

QA, wherever they are
B-2609-02 · example Paracetamol blend WITHIN RANGE Sign

3. Signed from home. Close out the evening batch from the kitchen table.

Signing always asks for a fresh Microsoft sign-in, wherever you are, and follows your own release SOPs. The analyser, the sample and the operator stay at the plant.

What Studio does

Six jobs, one platform.

Measure

Guided acquisition

Dark, reference and sample steps with 1 to 64 replicate scans, age-checked references and an auto-loop.

Predict

Safe predictions

Each model applies its own preprocessing. Bad input is refused, and unknown samples get no number.

Build

Automated model building

Record samples, add lab values, and let AI agents search 42 algorithm and preprocessing combinations. The result is a draft for QA.

Govern

Signed approvals

Model promotion, batch release and process interventions each need a second person's signature.

Monitor

Drift alarms

EWMA, CUSUM and Page-Hinkley monitors watch every result and ask the lab for reference values when needed.

Evidence

Reports and a cited copilotcopilot soon

Pilot results against the lab, result sheets, and a copilot that answers only from your records, with citations. It can't approve anything.

Instrument control

Four steps at the bench. The edge agent does the rest.

  1. Connect the detector
  2. Capture a dark frame with the lamp off
  3. Capture the white reference
  4. Acquire and predict with the model assigned to the line

Commands queue in Studio and run on the instrument PC. Preprocessing can't be changed at the bench: every model uses the pipeline it was approved with.

Studio acquisition workflow: connect, capture dark and capture reference completed, then acquire and predict with scans, model, batch and sample ID

The Windows app

Built for a validated instrument PC.

The app shows the same Studio pages your team uses in the browser, so there's no second interface to validate.

Tray status

Instrument online at a glance

The system tray shows online, offline or a problem, and lets you start or stop the instrument agent.

8 checks

Preflight before every start

Settings, credentials, runtime, detector files, network and sign-in are checked in order. It stops at the first problem and says which one.

No auto-update

Changes only on purpose

A validated installation changes only when someone installs a new version deliberately.

Locked down

Secrets stay encrypted

Credentials are encrypted with Windows DPAPI, and the window opens only Studio and Microsoft sign-in.

Sign-in and roles

Everyone signs in with Microsoft. Each role sees what it may do.

Roles are assigned in Microsoft Entra ID. Everyone sees the same menu; controls a role can't use are switched off.

RoleCan do
OperatorRun the instrument, record campaign scans, request batch release
AnalystEverything an operator can, plus campaigns, lab values, model builds, and requesting and executing promotion
QA ApproverSign approvals, reject batches, verify the audit chain
AuditorRead and verify the audit trail; otherwise read-only
AdminManage the model registry and read everything; can never sign

The requester can never approve their own request, even with both roles. Signing asks for a fresh Microsoft sign-in.

Security and data integrity

Built so an auditor can check it.

Cloud

Runs on Microsoft Azure.

Identity

Single sign-on with Microsoft Entra ID. No separate Studio passwords.

Instrument

The edge agent only calls out over HTTPS. Nothing can connect in.

Audit trail

Append-only and hash-chained, anchored to immutable storage. An auditor can verify the whole chain.

Models

Checksummed and signed (Ed25519), in a format that can't run hidden code.

Raw data

Every spectrum is stored as submitted, including refused ones.

These are technical controls that support your validation (IQ/OQ/PQ). Validation, SOPs and training stay with your quality team.

Getting started

From demo to first scan.

  1. Book a demo

    We agree on one material to start with.

  2. Set up access

    We add your users and their roles in Microsoft Entra ID.

  3. Install

    Our engineer installs Studio for Windows on the instrument PC and connects the analyser.

  4. First scan

    Sign in with your work Microsoft account and run your first sample.

Do we need our own Azure subscription?

No. Studio runs in metaspeQ's Azure environment. Your team signs in with their existing work Microsoft accounts.

Can Studio be used on a Mac?

Yes, in the browser. The Windows app is needed only on the PC connected to the analyser.

What happens if the internet drops?

The edge agent needs an outbound connection to send spectra and receive results. Scans don't get a result until the connection is back.

Who can change a production model?

Nobody alone. An analyst requests the change, a different QA approver signs it after a fresh sign-in, and the change is checked again before it runs.