AI-Assisted Architecture Decision Records and Change Communication
An example workflow for turning technical decisions into clear ADRs, implementation checklists, and cross-team communication briefs
AI-Assisted Backend Performance Regression Prevention
An example workflow for defining performance budgets and preventing backend regressions before deployment
AI-Assisted Database Migration Safety Playbook
An example workflow for designing safer schema and data migrations with explicit rollback and validation controls
AI-Assisted Feature Flag Rollout and Experiment Readouts
An example workflow for safer feature-flag rollouts and clearer experiment readouts with AI support
AI-Generated API Docs and Onboarding Guides
An example documentation workflow that turns API contracts and code into maintainable onboarding guides
AI-Assisted Runbooks and Postmortem Knowledge Loop
An example workflow for converting incidents into better runbooks, stronger postmortems, and preventive engineering actions
AI-Assisted Product Spec to Engineering Execution
An example workflow for turning ambiguous product ideas into execution-ready engineering plans with AI support
AI-Powered Bug Triage and Fix Planning
An example triage workflow that turns bug reports into ranked hypotheses and safer fix plans
Automated PR Review and Merge Readiness
An example layered AI review workflow that raises PR quality before human approval
AI-Assisted Software Development Workflow
An example multi-model workflow for planning, implementing, and reviewing software with AI support
Legacy Service Modernization with AI
An example phased modernization workflow for legacy services with AI-assisted analysis and guardrail testing