The STEM Consulting Group

Six Principles of Responsible AI

1. AI Never Replaces Expertise

3. Every AI Step Has a Required Verification Step

2. AI Only Works With Your Source Materials

Your scientists, engineers, and reviewers remain the final authority.

2. AI Only Works With Your Source Materials

3. Every AI Step Has a Required Verification Step

2. AI Only Works With Your Source Materials

We use your SOPs, workflows, reviewer comments never invented content.

3. Every AI Step Has a Required Verification Step

Human review is mandatory in every workflow.

4. Accuracy-Focused Prompts

Governance Built Into Every Workflow

3. Every AI Step Has a Required Verification Step

We use strict prompts: “Do not infer,” “Only use provided info.”

5. Documentation Integrity

Governance Built Into Every Workflow

All workflows follow a consistent structure: inputs, AI-ready steps, verification, outputs, governance.

Governance Built Into Every Workflow

We embed safety and accuracy rules directly into your systems.

How We Prevent Hallucinations

We prevent hallucinations through:

1. Strict Source‑Anchored Prompts

AI only summarizes or structures client‑provided content.

2. Mandatory Human Verification

Every AI step is followed by a required human review.

3. Reviewer + Approver Validation

Subject‑matter experts confirm accuracy.

4. Documentation Consistency Checks

We verify steps, decision points, inputs, outputs, and SOP references.

5. Final Accuracy Walkthrough

Nothing is finalized without client approval.