Modernize Without
the Migration Nightmare

The most paralyzing myth in pharma IT is this: "Migrating off our legacy system is too risky." That fear is manufactured — by vendors who profit from it.

OptimFactors is architected for seamless data continuity. Historical records, audit trails, and batch data can coexist with your new workflows during transition. You don't have to rip and replace overnight.

Our low-code environment lets you build new workflows in parallel with existing systems, migrate at your own pace, and retire legacy systems when you're confident — not when a vendor forces you.

🔗
Seamless Data Continuity
Legacy records, historical audit trails, and reference data can be imported with full context preserved. No integrity gaps. No orphaned records.
🛤️
Parallel Migration Path
Run OptimFactors alongside existing systems while you build confidence. Switch over module by module — on your timeline, not your vendor's.
📋
Validated from Day One
Every new workflow runs in a pre-validated environment. IQ/OQ/PQ documentation templates included — your validation team doesn't start from scratch.

A Purpose-Built Bridge
Between Legacy and Modern

One of the most consistent challenges in pharma IT modernisation is the effort required to extract data from legacy systems and move it reliably into a new platform. Every legacy system stores data differently — different schemas, different field names, different relationship structures.

The OptimFactors low-code API layer addresses this directly. It provides a configuration-driven interface for defining how data moves from a legacy source into the OptimFactors platform.

Our team configures the connection, maps the source fields to OptimFactors' data model, defines any transformation rules, and runs a validation pass before any live data moves. The process is controlled, documented, and reversible — designed to sit comfortably within a GxP change management framework.

⚙️
Configuration Over Code
Connect to legacy data sources through a visual interface. Define field mappings, transformation rules, and data validation checks with Low-code integration for each system.
🔄
Run in Parallel
The API layer operates alongside your existing systems during transition. Data flows into OptimFactors while your legacy system remains live — giving your teams time to verify accuracy before committing to cutover.
🛡️
Audit-Preserving by Design
Source metadata — creation dates, authorship, version context — is carried through the migration. The regulatory chain of custody arrives intact, not reconstructed after the fact.
Migration Architecture

How Data Flows from
Legacy Systems to OptimFactors

Three input paths. One adapter layer. A structured processing pipeline. And a unified data model at the other end — with ORM, AI integration, and advanced analytics ready out of the box.

Legacy Sources
Adapter & API Layer
Processing Pipeline
OptimFactors Platform
Input 1
🔌 Direct API
Legacy system exposes a REST or database API endpoint directly
Input 2
🗄️ Database Views
Read-only database views expose structured legacy data without direct system access
Input 3
📄 Flat Files
Excel CSV XML JSON
⚠ Highly Critical
Legacy data migration is complex and requires careful governance at every stage
Adapter Layer
🔀 Adapters
Normalise all source formats into a common internal structure for processing
↓
API Gateway
⚡ OptimFactors API
Low-code API layer routes validated, transformed data into the platform
↓
🗂 Object Mapping
Data mapping & field-level extraction applied before pipeline entry
Prioritised Pipeline
① Master Data
Reference data — products, materials, users, sites — migrated first to anchor all other records
② Critical Historical Transactions
Batch records, QC results, deviation histories, audit trails — migrated with full context and chain of custody preserved
③ Reports & Documents
PDF reports, controlled documents, and historical exports archived with version metadata intact
Unified Data Model
🧪LIMS
✅QMS
📄DMS
🏭MES / eBMR
↓
Platform Advantages
→ ORM — Structured data relationships
→ AI Integrated workflows
→ Advanced Analytics layer
Roadmap
🤖 Integration AI Layer
AI agents for auto API generation from legacy metadata
🔒

Every stage — connection configuration, adapter mappings, processing decisions, and transfer logs — is captured in the OptimFactors audit trail, producing documentation suitable for change control and regulatory review.

What the API Layer
Handles

The OptimFactors low-code API layer is designed to manage the practical realities of pharma data migration — including the inconsistencies, structural differences, and compliance requirements that make migrations complex in regulated environments.

🔌
Source Connectivity
Connect to legacy systems that expose a REST API, a standard database interface, or a structured file export. The API layer reads the source schema and presents it for configuration — without requiring access to the legacy system's codebase.
🗂️
Schema Mapping
Map source fields to OptimFactors' data model using a visual mapper. Handle field name differences, data type conversions, enumerated value alignment, and multi-field relationships — all through configuration, not code.
⚗️
Data Transformation
Apply transformation rules to clean, reformat, or normalise data during transfer. Convert date formats, standardise units of measure, resolve lookup table values, and handle null or inconsistent fields before data enters the platform.
✅
Validation Checks
Define validation rules that must pass before records are accepted into OptimFactors. Mandatory field checks, value range constraints, referential integrity verification, and duplicate detection run automatically at each batch boundary.
📦
Phased Batch Transfer
Migrate data in defined batches — by data type, date range, or business unit. Each batch completes independently, allowing partial migration to be validated and signed off before the next begins. No need to migrate everything at once.
📝
Migration Documentation
A structured migration log is generated for each transfer — recording configuration decisions, validation outcomes, record counts, exception handling, and sign-off. This serves as the documented evidence for your change control and validation records.
Platform Roadmap — What Comes Next

The Next Step:
APIs Generated from
Legacy Metadata

OptimFactors is bringing AI into the configuration workflow — so your team spends less time on manual setup and more time on decisions that matter.

Our AI agent reads your legacy system's metadata and proposes a complete connector configuration automatically — field mappings, transformation rules, and validation checks included. What used to take days of manual inspection and mapping is reduced to a guided review process.

Your team stays in full control. Every AI-generated configuration goes through your review and approval workflow before any migration activity begins. The AI handles the heavy lifting; your experts handle the judgement calls.

AI Agent Flow
Input
🔍 Legacy System Metadata
The AI agent reads the legacy system's schema — tables, field names, data types, constraints, and relationships — without needing access to the underlying data.
↓
AI Processing
🧠 Semantic Field Matching
The agent identifies which legacy fields correspond to OptimFactors' data model — resolving naming differences, inferred data types, and structural relationships.
↓
AI Output
⚙️ Proposed API Configuration
A complete draft connector — field mappings, transformation rules, and initial validation checks — is generated as a reviewable configuration in the low-code API layer.
↓
Human Step — Always
✅ Review, Adjust & Approve
Your team reviews the AI-generated configuration, makes corrections, confirms accuracy, and signs off — before a single record moves. AI accelerates the work; your team owns the decision.
🔒

AI-generated configurations follow the same change control and documentation standards as manually created ones. Every proposed configuration is a reviewable artefact — not an autonomous action.

"Innovation in pharma shouldn't be trapped in the IT backlog. It belongs in the hands of the scientists, quality managers, and operators who understand the science."
— OptimFactors Design Philosophy
See It in Action

Bring One Real Process.
We'll Show You Exactly How.

A tailored 30-minute walkthrough using a workflow you actually run. No generic demos. No fluff.

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