Automated Feature Generation
Converts requirements into well-documented code and corresponding Jira tickets automatically. Inside your conventions, your patterns, your CI.
Plabs / Products / CodeAssist
Developer productivity In production 90-day deployment
Requirements in. Code, tickets, docs out.
CodeAssist transforms business requirements directly into actionable code, integrated seamlessly with your existing toolchain. Used in production today against active enterprise platforms, with measurable per-sprint savings to prove it.
01 / Loop
Inside the loop
From requirement to merge-ready PR.
One requirement, three artifacts.
A business analyst writes a requirement. CodeAssist routes it through your repo's conventions, your team's review patterns, and your existing test infrastructure, and emits the code, the ticket, and the documentation in one pass.
- Intake. Requirement is parsed, ambiguities flagged, clarifying questions returned in plain English.
- Plan. CodeAssist proposes a change set: files touched, new tests, migration risk.
- Generate. Code, Jira ticket, and Confluence docs are emitted as a reviewable PR.
- Verify. Bug-class checks and your team's existing CI run before a human ever sees it.
# requirement intake codeassist plan REQ-4711 → parsing requirement… ok → resolving ambiguities (2)… resolved → matching repo conventions… @core-rules PROPOSED CHANGE SET + src/rules/pricing/tier_discount.ts ~ src/rules/index.ts + src/rules/__tests__/tier_discount.test.ts + docs/rules/tier_discount.md (persona: analyst) EMIT → branch feat/REQ-4711 EMIT → jira ENG-1842 EMIT → pr #3104 (awaiting review) # sprint reclaim: 22% on REQ-4711
02 / Capabilities
What it does
Three coordinated capabilities, deployed together.
Intelligent Bug Resolution
Analyzes reported bugs, surfaces likely cause, proposes fixes. Speeds resolution while leaving accountability with the engineer.
Contextual Documentation
Generates accurate, persona-specific Confluence documentation directly from code, so onboarding and review get materially faster.
Real-world savings
The math that survives a CFO review.
Numbers below are derived from active enterprise deployments on a 10-person engineering team at $150K average annual cost. Your mileage will vary; the methodology will not.
Developer productivity
15–35%
Reclaimed sprint time on requirement-to-PR work, measured against pre-deployment baseline.
Annualized opportunity
$225K–$525K
Per 10-person team, at typical fully-loaded developer cost. Compounds with team size.
Time to deployment
90 days
From scoping to live. CodeAssist runs against your repos, in your CI, on your terms.