Maturity Model and Implementation Roadmap

Level	Situation	Symptoms	The next step
1	Paper	Notebooks and spreadsheets; sample tracking verbally; certificates handwritten.	Establish sample registration and barcode traceability.
2	Registered	In the sample, method, and result system, the certificate is generated from the data.	Activate automatic evaluation and device calibration lock according to the specification.
3	Controlled	The audit trail, authorization, and OOS process is underway; device integration has begun.	Integrate statistical control, proficiency tests, and uncertainty calculations into the system.
4	Integrated	The laboratory works on the same data for production, quality, and product registration.	Establish the prescription-classification-labeling-safety data sheet chain for chemistry.
5	Predictive	Prescription-based classification, multilingual automated documentation, and project integration are now active.	Closing the cycle with AI-powered formulation suggestions and anomaly detection.

Proposed sequence of actions

STEP 1

Establish traceability.

Sample registration, barcode, status tracking. It produces the fastest visible gains.

STEP 2

Define the reference.

Methods, specifications, and analysis plans. Prerequisites for automated evaluation.

STEP 3

Activate the controls

Calibration lock, authorization matrix, audit trail, electronic approval.

STEP 4

Get the data from the source.

Device integration and automated calculation; elimination of manual input.

STEP 5

Add the chemical layer

Ingredient inventory, prescription composition, classification engine, labeling, and safety data sheet.

STEP 6

Connect the development

The project combines testing, analysis, and compliance documentation into a single workflow.

A common mistake

Initiating the chemical compatibility layer without establishing basic laboratory traceability. The classification engine is powerful, but its input is prescription and substance data; if this data is disorganized, the output will also be unreliable. Data structure first, then calculation.