AI Evaluation
AI Road Test Framework - SME Reference Guide
A concise quick-reference guide to the AI Road Test Framework for SME owner-managers, released under a Creative Commons licence. Covers the seven evaluation blocks, SME-specific guidance on common pitfalls, a practical suggested workflow, and worked examples illustrating the critical distinction between AI capabilities and specific products.
Published in 2026 by Masonsoft Technology Ltd and released under a Creative Commons CC BY-SA licence, the AI Road Test Framework SME Quick Reference Guide is the accessible companion to the full Corporate Reference Guide. Where the corporate edition includes detailed worked scenarios and extended analytical depth, this edition is designed for the time constraints and practical realities of the owner-managed business.
The guide presents the seven-block Framework in compact form, covering problem definition, AI capability assessment, tool and vendor evaluation, implementation context, assumptions and risks, pilot design and failure diagnosis, and the human and governance dimensions. Practical guidance for business owners addresses common decision-making traps specific to the SME context: responding to artificial urgency, starting with a tool rather than a problem, drawing broad conclusions from limited tests, and underestimating the effort of training and change.
Three brief worked examples covering chatbot deployment, content creation, and sales forecasting illustrate the critical distinction between an AI capability and a specific product implementation, showing why a single tool's failure should not lead to broader conclusions about AI's suitability.
The guide closes with a suggested workflow and the three possible decision outcomes: proceed, adapt and test further, or do not proceed.