Checklist · Code Generation
Code Generation Launch Checklist for 2026
Code generation launches succeed with intentional planning, not just engineering effort. This checklist walks you through three phases—Foundation, Execution, and Launch & Review—so your team ships with clear direction and measurable results. [launch guides](/resources/launch-guides)
Phase 01
Foundation
- c1medium1 week
Define goals and KPIs (Code Generation)
Set SMART goals early: target adoption rate, code quality metrics, team velocity gains and how you'll measure success weekly.
- c2high2-3 days
Identify target audience (Code Generation)
Identify which teams, roles or project types will use your code generation tool first—API backends, frontend scaffolding, test generation.
- c3medium1 week
Audit current state (Code Generation)
Document your current code workflow, pain points where manual boilerplate slows you down, and where AI-assisted generation could save the most time.
Phase 02
Execution
- c4critical1 day
Prioritize high-impact tasks (Code Generation)
Rank tasks by impact on time-to-first-output: model selection, prompt templates, safety guardrails for generated code.
- c5critical1 day
Assign owners and deadlines (Code Generation)
Assign code generation pilot owners, set weekly check-ins and define the point person for API integration and model updates.
- c6medium1 week
Set up tracking (Code Generation)
Wire up logging to track generated vs. manual code, debugging time saved and code quality drift over time.
Phase 03
Launch & Review
- c7high2-3 days
Ship and verify (Code Generation)
Ship to a pilot group, watch for code quality issues and gather feedback on the generated output before rolling out to everyone.
- c8medium1 week
Measure against KPIs (Code Generation)
Measure velocity lift, time saved per developer and whether generated code reduced bugs or added technical debt.
- c9critical1 day
Iterate on results (Code Generation)
Collect feedback loops—what prompt templates worked best, which generation patterns failed, what missing features came up.
Pro tips
- Tackle critical items first
- Review the checklist weekly
- Adapt phases to your code generation context