Prioritization for Small Teams: What to Fix First When Everything’s Important
As an indie developer, your inbox is a firehose of playtest feedback. AI automation now handles the grunt work—updating your Game Design Document (GDD) and triaging bug reports—but that only solves part of the problem. The real bottleneck is human prioritization. When everything feels critical, how do you decide what to fix today? This 60-minute weekly ritual turns your AI-generated data into a clear, actionable plan.
Start with the Data
Your AI tools have already done the heavy lifting. They flagged GDD conflicts, categorized bugs by severity, and surfaced the top three feature/balance themes from player chatter. Now, gather your core team (1–5 people) for a focused session. The outputs you need: a list of new Critical/High bugs, the top three themes, and any automated GDD changes that signal a design conflict requiring a human decision.
The Ritual (60 Minutes)
1. Check GDD Updates (5 min) — Scan the automated changes. Does anything indicate a major design conflict? If yes, flag it for a human decision now. Otherwise, move on.
2. Tackle Bugs (15 min) — Go through the new Critical/High bugs. Categorize each using the hierarchy and your project’s impact matrix. Assign immediate fixes to your developers. Don’t waste time on anything below High—they can wait.
3. Review Themes (15 min) — Discuss the top three feature/balance themes. For each, ask: Is this vision-critical? Plot it on your matrix (Player Impact vs. Implementation Cost). Decide to act, schedule, or shelve. Be ruthless—if it doesn’t align with your core vision, shelve it now.
4. Commit to Projects (15 min) — Choose 1–2 Major Projects for the week. These are the big tasks that directly support your vision. Fill your remaining capacity with Quick Wins (small tasks that unblock players or improve polish). Formally reject or move to the “Graveyard” any Time Sinks—features that soak up effort with little return.
5. Plan Fillers (5 min) — Schedule 1–2 Filler Tasks for slower moments. These are low-effort, low-impact items (e.g., minor UI tweaks) that keep momentum without derailing your week.
The Actionable Checklist for Plotting an Item
When you encounter a new bug or feature request, run it through this three-step plot:
- For Implementation Cost: Do a quick “T-shirt sizing” estimate: Small (<1 day), Medium (1–3 days), Large (1 week+). Be ruthlessly honest.
- For Player Impact: Ask, “Would fixing/building this significantly affect a player’s ability to finish, enjoy, or recommend the game?” If yes, impact is high.
- Plot it. Combine cost and impact on your matrix. The result tells you immediately: fix now (High Impact, Low Cost), schedule (High/High), shelve (Low/Low), or reject (Low Impact, High Cost).
Use your AI-generated data as the input for this matrix. The tool already surfaces what players care about and what will break your design. Your job is to apply human judgment—vision, team capacity, and strategic priority.
This 60-minute ritual replaces frantic triage with calm, deliberate action. By the end, you’ll know exactly what to build, what to postpone, and what to kill—freeing you to focus on making a great game.
For a comprehensive guide with detailed workflows, templates, and additional strategies, see my e-book: AI for Indie Game Developers: How to Automate Game Design Document Updates and Bug Report Triage from Playtest Feedback.