GMP-PAT DIGITAL VALIDATION PLATFORM

From PAT Data
to Audit Readiness.

A platform supporting real-time PAT operation, model lifecycle management, validation documentation, and regulatory readiness for pharmaceutical and biopharmaceutical GMP manufacturing.

IMPLEMENT. VALIDATE. OPERATE. DEFEND.

rAI-GO / PAT RUNTIME
rAI-GO dashboard showing spectra, prediction results, and operational information
ACTUAL PRODUCT UIRuntime visibility,
built for review.
CONTROLLED FLOWData → Model
→ Evidence
RuntimerAI-GO
LifecyclerAI-Q
01Runtime Operation
02Model Lifecycle
03Controlled Evidence
04Validation Support

ONE PLATFORM STRUCTURE

Connect fragmented PAT work
through one governed flow.

When instrument data, analytical models, production runtime, and operational records remain disconnected, traceability and validation burdens increase. rAI provides a structure that connects the role and evidence of each stage.

01PAT SPECTRUMInstrument signal
02PAT DATAControlled input
03MODELReview & release
04RUNTIMEOperate & monitor
05CONTROLLED RECORDTraceable evidence
06VALIDATION GATEVerify & accept
07AUDIT READINESSReview & defend
01OPERATE

rAI-GO

Real-time PAT Runtime

Supports the acquisition and storage of Raman, NIR, and other spectral instrument data in a runtime environment, together with the execution of reviewed prediction models and management of operational records.

  • Real-time acquisition
  • Prediction & monitoring
  • Traceable operation records
Explore rAI-GO
02GOVERN

rAI-Q

Modeling & Model Lifecycle Platform

Supports lifecycle governance connecting model artifacts from SIMCA or another analytical engine with candidate intake, independent review, approved versions, and deployment evidence.

  • Candidate & evidence intake
  • Independent review & signature
  • Version tree & controlled package
Explore rAI-Q
03MONITOR

rAI-X

Enterprise Monitoring Platform

Supports centralized review of key operating status and model information generated across connected rAI-GO environments.

  • Connected runtime overview
  • Process & instrument status
  • Integrated visibility
Explore rAI-X

The final integration scope is defined according to the instruments, interfaces, product edition, and project configuration.

ACTUAL PRODUCT INTERFACES

More than a concept.
Interfaces designed for operation.

Actual product interfaces previously published on the corporate website illustrate how runtime operation connects with model lifecycle management. Core functions remain accessible while key evidence is retained in a reviewable structure.

01 / OPERATE

rAI-GO

Real-time PAT Runtime

Review real-time spectra, prediction values, instrument status, and execution records in one interface while tracing the information needed for operational decisions.

  • Integrated monitoring of spectra and prediction results
  • Visibility into instrument, execution, and operating status
  • Project-based record and review workflows
RUNTIME MONITORING
rAI-GO real-time PAT operating dashboard
rAI-GO entry interface for Data Mode, Process Mode, Data Storage, and System Maintenance
02 / GOVERN

rAI-Q

Modeling & Model Lifecycle

Model calculation is performed in a project-approved analytical engine such as SIMCA; rAI-Q supports structuring lifecycle information from candidate intake through independent review, approved versions, and deployment evidence.

  • Candidate intake from an rAI Pipeline, SIMCA .usp, or external model file
  • SHA-256 verification information with metric and acceptance snapshots
  • Reviewer decision, re-authenticated signature, Version Tree, and report/package evidence
MODEL LIFECYCLE WORKSPACE
rAI-Q dashboard for reviewing modeling results and performance metrics
rAI-Q workspace for Raman spectral data and PLS modeling
rAI-Q SIMCA Model Governance PoC approved version tree screen
NEW / SUPPLIED POC EVIDENCE

SIMCA Model Governance PoC

Review the supplied-screen flow from Candidate Model to Review Request, Authenticated Decision, Approved Version, and Controlled Package.

  • Separated Modeler and Reviewer perspectives
  • SHA-256, metadata, and performance-target snapshots
  • Approved versions, reports, and signed export-package evidence
Explore PoC evidence screens PoC screens; current commercial scope is confirmed by edition, license, validation status, and project agreement.
REPRESENTATIVE WORKSPACE VIEWS

Model-development evidence
in a reviewable context.

Supplied representative views illustrate how data review, model-development evidence, and results review can be connected.

Representative rAI-Q Data Review view with Raman spectra and sample data
01Data ReviewRepresentative spectral data input and review
Representative rAI-Q Preprocessing Review view comparing raw and processed data
02Preprocessing ReviewRepresentative raw and processed data review
Representative rAI-Q Modeling Evidence view with PLS metrics and results
03Modeling EvidenceRepresentative PLS configuration and performance evidence
Representative rAI-Q Outlier Review view showing detection and performance change
04Outlier ReviewRepresentative outlier and performance comparison
Representative rAI-Q Prediction Review view with pipeline summary and results
05Prediction ReviewRepresentative prediction results and history review
CONCEPT / EXAMPLE

Connect analytical concepts and
comparisons to the review context.

These are supplied conceptual and comparison examples. Current commercial scope is confirmed by edition, analytical engine, and project agreement.

Supplied analytical concept example relating spectral data and additional features
A
Analytical concept exampleA supplied concept view of relationships between spectral data and additional features
Supplied example plot comparing prediction distributions
B
Comparison plot exampleA supplied example comparing prediction distributions across analytical approaches
USABILITY & REVIEW

Easy to start.
Detailed enough to review.

rAI-Q start screen for creating and opening projects
EASY TO STARTSimple project entryA focused starting point for creating and opening projects
rAI-Q integrated view of pipeline summary and prediction results
POWERFUL TO REVIEWIntegrated prediction reviewPipeline summary, model metrics, and prediction results in one review view

The images are supplied representative or reference materials. Actual functions, terminology, modeling engine, approval workflow, and layout are confirmed by product version, edition, license, and project scope.

PART 11 COMPLIANCE MODULE

Compliance is not a badge.
It is an operating structure.

Supports electronic records, electronic signatures, audit trails, user access management, approval workflows, and change history with consideration for FDA 21 CFR Part 11 and EU GMP Annex 11 requirements.

REGULATORY BOUNDARYFinal applicability and compliance determinations require customer review and approval based on intended use, approved procedures, risk assessment, and the customer's QMS.
01

Electronic Records

Management of reviewable electronic records

02

Electronic Signatures

Electronic signature workflows configured to the project scope

03

Audit Trail

Traceable records of defined system events

04

Role & Access

Role-based access control and segregation-of-duties principles

05

Approval Workflow

Review and approval stages with change history

06

Validation Support

Risk-based CSV and validation deliverable support

VALIDATION & LIFECYCLE SERVICES

Beyond documents:
a reviewable evidence structure.

Services are configured in stages, from documentation through GMP-PAT validation and full implementation, according to the adoption scope and regulatory requirements.

01

Documentation

Validation Documentation Package

Establishes a connected document structure covering planning, requirements, risk assessment, testing, traceability, and summary reporting.

Define scope
02

Validation

GMP-PAT Validation Package

Supports definition of the validation scope and execution evidence appropriate to the intended use of the system and analytical models.

Define scope
03

Implementation

GMP-PAT Full Implementation

Connects implementation, integration, validation, training, and operational readiness through a phased adoption plan.

Define scope
RESPONSIBILITY BOUNDARY

Implement together.
Keep responsibilities clear.

rAI-SW
  • Platform implementation and configuration support
  • Validation documentation and execution support
  • Model lifecycle and integration support
CUSTOMER
  • Infrastructure, account, SOP, and intended use approval
  • PQ and final validation acceptance
  • Manufacturing and quality decisions
SCOPE

Applies to implementation, configuration, documentation, and test-support activities defined in the approved SOW and project plan.

EXCLUSIONS

Customer infrastructure approval, SOP approval, PQ, final validation acceptance, and manufacturing or quality decisions remain customer responsibilities.

MAINTENANCE

Basic maintenance is included for the first year after initial implementation. Annual maintenance is contracted separately from year two.

REGULATORY STATEMENT

rAI-SW provides functions and validation-support structures that consider relevant GMP and electronic-record requirements. Final suitability depends on the customer's intended use, approved procedures, and QMS.

rAI

ABOUT rAI-SW

GMP-oriented
Digital PAT Platform.

rAI-SW is a specialized platform company connecting PAT data with governed manufacturing operation, model lifecycle management, validation evidence, and audit readiness for pharmaceutical and biopharmaceutical organizations.

OPERATIONALGOVERNEDTRACEABLEADOPTABLE

BUSINESS INQUIRY

Discuss your GMP-PAT
implementation scope.

We review your current instrument environment, model operating approach, validation scope, and implementation timeline.

Open Business Inquiry Paid PoC pilot and implementation scope are defined through separate consultation.