Introducing the Sprint Planning Agent
April 20, 2026
Sprint planning is one of the most important ceremonies in Agile.
It’s also one of the most consistently painful.
Teams show up underprepared. Backlog items are vague. Capacity is guessed at. The meeting runs long and ends with decisions nobody feels great about.
And that’s just the planning meeting. The same pattern plays out across the entire development lifecycle — retros that don’t surface real issues, technical debt that never gets prioritized, code reviews that miss what matters.
Multiply it across 26 sprints a year and you’re looking at 50–100 hours of engineering time spent on planning mechanics. Before a single line of code is written.
I’ve seen this across teams for over a decade. So I built something to fix it.
The Sprint Planning Agent
The Sprint Planning Agent is an AI-powered assistant that covers the full development lifecycle, built as the latest IdeaRoost portfolio project.
A guided sprint planning wizard walks your team through the entire process step by step:
- Retrospective Analysis — surfaces themes, sentiment, and action items from your last sprint, then lets the team select what to carry forward into planning
- Technical Debt Review — scores and ranks your debt backlog by ROI and business impact, then lets the team select what to include in the sprint
- Code Review — a dedicated tab for AI-assisted code analysis that flags issues, security concerns, and best practices
The result: sprint planning sessions reduced from 2–4 hours to under 30 minutes. The AI does the analytical heavy lifting. The team makes the decisions.
Under the hood
Two .NET 10 APIs, a React + TypeScript frontend, 158 NUnit tests, tiered rate limiting, and a full CI/CD pipeline deployed to Azure via GitHub Actions. The AI agent runs on Claude Sonnet 4 using the ReAct (Reasoning + Acting) pattern — meaning it genuinely decides which tools to use based on context, not a hardcoded workflow. Built end-to-end with Claude Code.
Deployed, tested, and running in production at ~$5–15/month on Azure free tier.
What this represents
What I’m most proud of isn’t the technical stack — it’s what it represents. Every piece of IdeaRoost is built on the premise that AI should handle the mechanical work so experienced engineers and leaders can focus on the judgment calls that actually move teams forward.
This is that premise in production.
AI accelerates execution. Experience determines quality.