MJM QAAI

AI-assisted quality review for GMP project work.

Evidence-focused review before approval, turnover, or release.

Completed field case published Field-tested workflow Human-reviewed decisions Updated July 17, 2026
Explore the quality program Start a project conversation View the live scorecard Read the EDI cleaning case study

Documentation Review

Structured checks for completeness, consistency, traceability, and unresolved gaps.

Calibration Packages

Arithmetic, tolerance-basis, and customer-turnover review.

Quality Workflows

Reusable records, gap tracking, and evidence-first closeout.

Inside the Engine · July 19, 2026

Building the MJM QAAI Engine

MJM QAAI is becoming a reusable foundation for controlled, industry-specific AI tools—not a single application.

Much like a gaming engine can support many different games, the MJM QAAI Engine can support different product classes while maintaining a common structure for intake, evidence, calculations, human review, traceability, and structured output.

Propose a pilot workflow See current development
Advanced this week

Protected mobile field tools

Field intake, evidence capture, passivation estimating, material planning, and structured AI handoffs are now in active internal testing.

Designed for choice

Portable, model-ready output

Structured records and prompts can move into different AI models and familiar business tools instead of locking operating knowledge inside one interface.

Practical deployment

Controlled without enterprise-scale cost

Lightweight web technology, open-source workflow components, existing systems, and human approval paths support focused pilots without a large platform transformation.

What the evidence proves

Three evidence levels. One clear boundary.

The level describes how strongly a result was documented or confirmed. It does not replace human approval.

Level 1Provider Reported
Records what the provider says was done or observed.Completed: 0
Level 2Evidence Supported
Project records support the stated result.Completed: 1
Level 3Independently Confirmed
Controlled source records were independently reviewed.Completed: 0

Tally includes completed projects with a recorded final evidence level. The EDI cleaning case is Level 2.

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EDI Cleaning Case Study

Review a completed field case with measurable results.

View the case study