Use Cases
Datarim adapts to your role and workflow
💻
Software Developer
From requirements to production with AI at every step.
init
prd
plan
do
qa
compliance
reflect
archive
- • TDD implementation — tests first, code second
- • Multi-layer QA: PRD alignment, design conformance, code quality
- • Compliance hardening adapted to your tech stack
- • Self-evolving framework — learns from every task
- • Backlog management with priority and complexity tracking
📋
Project Manager
Track progress, manage backlogs, review archives — without touching the CLI.
backlog.md
tasks.md
progress.md
archive/
- • Add tasks to backlog.md manually (documented format)
- • Read progress.md for real-time status updates
- • Review documentation/archive/ for completed work details
- • Priority and complexity levels for task planning
- • Backlog archive for decision history
🚀
Solo Founder
One person, full pipeline. Ship features with enterprise-grade process.
init
do
reflect
archive (fast path)
- • Complexity routing: skip unnecessary stages for simple tasks
- • Strategist agent evaluates Value/Risk/Cost before building
- • Consilium convenes multi-agent panels for critical decisions
- • Content creation: articles, social media, with fact-checking
- • Infrastructure: DevOps and SRE agents for deployment
👥
Team Lead
Set standards, coordinate work, ensure quality across the team.
init
prd
plan
design
do
qa
- • Architect agent enforces patterns and scalability
- • Reviewer agent checks code quality and security
- • Shared documentation/archive/ across team members
- • Each developer runs their own datarim/ (isolated workflow)
- • QA and compliance as automated quality gates
🔬
Researcher
Literature review, methodology, writing, and fact-checking.
init
prd
do
qa (factcheck)
reflect
- • Writer agent for structured research papers
- • Factcheck skill verifies claims before publication
- • Editor agent for editorial review and style consistency
- • Humanize skill removes AI writing patterns
- • Reflection captures methodology insights for future work
✍️
Technical Writer
Documentation, articles, and editorial review.
init
write
edit
factcheck
humanize
- • /dr-write creates articles, docs, blog posts, social media
- • /dr-edit runs editorial review with fact verification
- • /factcheck verifies claims against sources
- • /humanize removes AI patterns for natural prose
- • Multi-format output: long-form, social media, newsletters