PRAGMA4U® PREDICTIVE AI
Predictive AI for Life Science Processes.
PRAGMA4U® streamlines the creation of your processes by drawing on your company’s history and leveraging your team’s expertise. Artificial intelligence makes suggestions; the operator decides—you remain in control.
SOPs and
Procedures
AI Proposal
Production Data
Activity History
- Human verification of every piece of data
- Audit trail for each prediction
- Cloud, on-premises, or hybrid
- Can be turned on and off at any time
THE HIDDEN COST
Every day, your team fills out the same fields.
- Time-consuming data entry
- Inconsistent data across departments
- Omissions During audits
Logbook entries, deviations, change control. Much of the data you enter today already exists in your company’s records. Yet every operator starts from scratch and writes in their own way.
This is evident in the long data entry times, inconsistent data across users and departments, and omissions that come to light during the audit.
Your company already has the know-how. PRAGMA4U® makes it available exactly when you need it.
What is PRAGMA4U® Predictive AI?
PRAGMA4U® Predictive AI is the artificial intelligence feature built into the platform that suggests field values when filling out regulated forms.
It analyzes the company’s history, identifies recurring patterns, and suggests the data point that best fits the context. Each suggestion is clearly highlighted and becomes part of the process only after the operator confirms it, within the validated PRAGMA4U® workflows.
HOW IT WORKS
How It Works, Step by Step
01
Start filling out the form
Open the process and enter the initial data into the configured fields, just as you do every day.
02
AI analyzes the context
As you continue to fill out the form, the AI analyzes the company’s history and identifies patterns and cases relevant to the context of the process.
03
Receive the AI's proposal
The suggested value is displayed directly in the field, highlighted and clearly marked as an AI-generated suggestion.
04
It's up to you
You can accept, modify, or replace the suggested value. The AI assists with the data-entry process without replacing the user’s verification.
05
Saved in the validated workflow
The confirmed data becomes part of the validated PRAGMA4U® workflow of PRAGMA4U®, and the AI suggestion is recorded in the audit trail.
BENEFITS
The Added Value for Regulated Processes
Time Savings
Faster data entry thanks to context-sensitive suggestions, which reduce repetitive tasks.
Data Consistency
Automatic standardization based on company history. A common language across users, shifts, and departments.
QA and Compliance Support
Fewer omissions and greater consistency in processes, to support review, audit, and continuous improvement activities.
TECHNOLOGY
Under the Hood: A Dual-Model Architecture
Under the Hood: A Dual-Model Architecture
PRAGMA4U® programmatically integrates two models with complementary roles into three configurations tailored to your privacy needs.
MAXIMUM SCALABILITY
Cloud
Rapid provisioning, continuous updates, and highly scalable infrastructure.
MAXIMUM CONTROL
On-premises
LLM and Embedder run on your company’s servers. Data stays within the corporate network, with air-gapped security for the highest privacy requirements.
MAXIMUM SCALABILITY
Cloud
Rapid provisioning, continuous updates, and highly scalable infrastructure.
MAXIMUM CONTROL
On-premises
LLM and Embedder installed on your company's servers. Data remains confined within the corporate network, with air-gapped security to meet the highest privacy requirements.
GXP COMPLIANCE
AI Designed for GxP Processes
- Separation of Setup and RuntimeClearly separated training and production environments.
- Complete TraceabilityEvery prediction, request, and error is recorded in the database and can be viewed in the audit trail.
- Human ResponsibilityData retention follows PRAGMA4U® standard operating procedures and validated workflows.
- System Can Be DisabledThe AI can be turned on, turned off, or bypassed at any time, while the primary process remains operational at all times.
FOR WHOM
A benefit for Every Role
|
01 · QA / QUALITY Greater control over data.
|
|
|
02 · IT The architecture adapts
|
|
|
03 · OPERATORS Complet your data-entry faster
|
|
|
04 · MANAGEMENT Greater efficiency today.
|
|
Silent Assistant
PRAGMA4U®’s AI works alongside the operator by following four clear rules
FAQ
Frequently Asked Questions About Predictive AI
No. Data is always saved by the operator. The AI-generated value remains a suggestion, highlighted with a green border, until the operator confirms it. Only then is the database updated through PRAGMA4U®’s validated workflows.
It depends on the configuration you choose. With an on-premises deployment, the LLM and Embedder reside on company servers within an isolated network. Cloud and hybrid configurations offer greater scalability and computing power, with the privacy level defined in consultation with you.
Separate setup and runtime environments, full traceability of every AI suggestion in the audit trail, and data persistence within validated workflows support the entire validation lifecycle. The S4BT team supports you at every stage.
Yes. The AI can be enabled, disabled, or bypassed at any time, while the primary process continues as usual.
From your company’s process history. Semantic search identifies the cases most similar to the one you’re completing, and the language model generates a suggestion based on that context. The richer and more established your process history, the more relevant the suggestions can become.
Bring your company's expertise to every form you fill out.
Discover predictive AI applied to real-world processes. In a dedicated demo, we’ll show you how it works, how to set it up, and how it fits into your validated workflows.