Insights

Insights on AI implementation

Practical guidance for companies building AI systems that work.

All Implementation Governance Strategy Case Studies AI Security Technical Research
Governance 30-page guide
Free Download

A Practical AI Governance Toolkit

Frameworks, templates and checklists for responsible AI deployment — from risk registers and impact assessments to board oversight structures. Built for how mid-market companies actually work.

Download free
Governance Free tool
Free Assessment

AI Governance Assessment

Evaluate your organisation's AI governance posture across eight dimensions — accountability, risk management, policy, data governance, transparency, oversight, monitoring, and training. Built on the Muuvment AI Governance Toolkit framework.

Take the assessment
Case Study Financial Services

Automating KYP and AI-Powered Fund Selection for 300 Financial Advisors

Monarch wanted to be at the forefront of AI in wealth management. We evaluated every option on the market, then built a purpose-fit solution that met their exact needs at a fraction of the cost.

Read case study
Case Study In Production

Muuvment IQ: AI Sustainability Assistant with 400+ Regulatory Frameworks

RAG-powered assistant for sustainability professionals. Generates disclosure-ready reports mapped to GRI, CSRD/ESRS, ISSB, SASB, and CDP. Benchmarks performance against industry peers with vetted sources.

muuvment.com/iq
Case Study In Production

LENS: Clinically Validated Resilience Training with King's College London

Cognitive retraining developed with King's College London and MQ Mental Health Research. 75%+ participants report measurable improvement. 82% completion rate vs. 45% industry average.

muuvment.com/lens
Case Study In Production

Muuvment Purpose: Employee Engagement Platform for Corporate Sustainability

Companies launch curated CSR campaigns, track participation across teams, and measure real environmental impact. Verified data, measurable outcomes.

muuvment.com/purpose
Case Study In Production

AI Readiness Assessment: Multi-Agent Scoring Across 6 Dimensions

Perplexity Sonar researches a company's public footprint. Claude scores AI readiness across Data, Governance, Strategy, People, Execution, and Regulatory. Produces a personalised 90-day roadmap.

Read the case study
Case Study Pilot

Vertikt: Nine Models, One Verdict. Multi-Model AI Orchestration

Routes queries across nine leading AI models, scores each response on accuracy, completeness, and reasoning, then synthesises a single reliable output with consensus scoring.

vertikt.com
Case Study Pilot

Muuvment Academy: AI-Powered Sustainability Training Platform

Builds role-specific sustainability curricula for organisations, adapts learning paths based on competency gaps, tracks workforce capability across teams.

academy.muuvment.com
Implementation 8 min read

Why 87% of AI Projects Never Reach Production

The gap between AI ambition and AI reality isn't a technology problem. It's an implementation problem. We break down what actually goes wrong and how to fix it.

Read article
Governance 6 min read

AI Governance Isn't a Brake. It's a Seatbelt

Companies treat governance as the thing that slows AI down. The reality is the opposite: proper governance is what lets you move fast without breaking things.

Read article
Case Studies 10 min read

What a Real AI Implementation Looks Like, Week by Week

No hand-waving. No "it depends." A concrete, week-by-week account of what actually happens when we take a company from idea to production AI.

Read article
Strategy 5 min read

Five Questions to Ask Before Starting an AI Project

Before you write a single line of code or sign a single vendor contract, these five questions will determine whether your AI project succeeds or joins the 87%.

Read article
Governance 22 min read

Our Position on Responsible AI: The Risks, the Promise, and Why Governance Matters

From autonomous weapons to companion app manipulation, from environmental impact to the erosion of human skills, this is our comprehensive statement on why responsible AI governance isn't optional.

Read article
AI Security 32 min read

Building the Most Secure Environment for AI

A comprehensive guide to deployment architectures for regulated industries, with architecture diagrams, cost analysis, and actionable recommendations.

Read article
Technical Research 30 min read

Small Language Models vs Large Language Models: A Technical and Strategic Guide

Model selection, not model size, is now the critical competitive lever. A deep dive into cost, performance, and hybrid architectures for 2026.

Read article

Book a free 30-minute strategy call.

Talk through your AI ambitions with someone who has shipped production AI at mid-market companies. No pitch deck, no pressure.