PRACTICAL ENGINEERING GUIDES
Make a clearer
AI delivery decision.
Explore operating models, engineering review and repository readiness before you choose how to extend your team.
01 / SERVICE SELECTION
AI Coding Tools vs Managed AI Software Development
Choose between AI coding tools, an AI-assisted development platform and a managed AI engineering service by comparing ownership, review effort and delivery responsibilities.
Read the guide 02 / ENGINEERING GOVERNANCEHuman Review in AI-Assisted Software Development
A practical guide to reviewing AI-generated code: agree scope, assess implementation and tests, request rework and preserve clear release approval.
Read the guide 03 / REPOSITORY READINESSConnecting AI Agents to Repositories: A Buyer’s Checklist
Assess repository permissions, credentials, processing locations, model data use, review gates and exit arrangements before connecting AI engineering agents.
Read the guide