Articles

AI and Machine learning

Artificial Intelligence (AI) and Machine Learning (ML) are transformative technologies that are reshaping our world and offering new opportunities. AI involves creating machines capable of performing tasks that typically require human intelligence. Tasks such as understanding natural language, recognizing patterns, and problem-solving fall under this umbrella.

Reqi stakeholder map placing each stakeholder on a core, direct or indirect ring around the system
AI and Machine learning

AI-Automated Product Specifications: From Stakeholder Needs to Handover

How Reqi uses AI to draft a full product spec as a traceable chain: stakeholder needs, requirements, architecture, acceptance criteria and verified evidence.

Analyst reviewing a document at a cafe desk
AI and Machine learning

Using LLMs to Write & Review Requirements: A Practical Guide

How to use large language models to draft, quality-check and de-conflict requirements — what they are good at, and the real risks to manage.

Engineer working at a quiet desk
AI and Machine learning

AI in MBSE: How AI Co-Pilots Are Changing Systems Modelling

How AI is changing model-based systems engineering: MBSE co-pilots that draft model elements, check consistency and validate continuously.

AI in System Engineering: Embrace the Future?
AI and Machine learning

AI in System Engineering: Embrace the Future?

Explore the impact of AI on system engineering and discover the vital role system engineers will continue to play in shaping the future.

Man Thinking while Looking at a Chessboard
AI and Machine learning

How to Elicit, Write, and Analyze Requirements in the AI Era: A Complete Guide

How AI changes requirements elicitation, writing and analysis — what to automate, what to keep human, and where AI helps without replacing judgement.

The perfect system is unknowable
AI and Machine learning

The Future of Projects: AI Leadership in the Age of Digital Transformation

The role of leadership in harnessing AI across planning and engineering — what changes, the skills that matter, and how to lead through the transition.

How AI Will Change Engineering and Project Development
AI and Machine learning

How AI Transforms Requirements Management for Systems Engineers

AI is automating the tedious parts of requirements management — drafting, quality checks, conflict-spotting and traceability. Where humans still lead.