Guide
Comparison
How Gem Team adds an engineering process on top of your existing AI coding tools.
Gem Team vs. Other Tools
Gem Team is not a replacement for Copilot, Cursor, Claude Code, or Cline. It adds an engineering process around them.
What Gem Team Adds
Gem Team is the engineering lead: it breaks down work, assigns specialists, checks quality, and learns. Your existing AI tool remains the engine.
| You get | Gem Team | Typical AI chat |
|---|---|---|
| Reliable multi-step delivery | Coordinated specialist agents | One chat prompt |
| Structured planning | Ordered waves, handoffs, and risk checks | Ad-hoc prompts |
| Scoped context | Task handoffs, bounded planning_context, and evidence-by-reference | Full, bloat-prone history |
| Quality gates | Plan validation, integration checks, security, and a11y audits | Manual review |
| Root-cause debugging | Debugger -> Implementer -> deterministic or risk review | Direct fix attempts |
| TDD by default | Red-Green-Refactor with six test dimensions | Optional |
| Parallel execution | Parallel tasks within waves; serialized wave barriers | Sequential |
| Resumable progress | Exact plan IDs and plan.yaml for MEDIUM/HIGH work | Stateless |
| Lower token costs | Model routing, output hygiene, scoped handoffs, and high cache-hit rates | Fixed model cost, full history re-sent |
| Learning over time | Skill extraction, confidence-gated memory, and stable cache | No persistence |
When to Use Gem Team
Use Gem Team when you want AI coding to follow an engineering process instead of a single prompt. It is ideal for:
- Multi-file features that need coordination
- Bug fixes that need root-cause analysis
- Reviews with security and accessibility checks
- Projects with shared conventions and reusable knowledge
- Reproducible, auditable AI-assisted workflows
Use direct chat for quick questions, simple snippets, or exploratory coding where structured process would add overhead.