k
Karl
k
Karl

From idea to implementation in one sitting.

Karl connects to your GitHub, Jira, Confluence, and Figma. Describe what you want and walk away with a Jira-ready ticket and a dev mission briefing.

Get startedSee how it works ↓
Karl
GitHub
Jira
Confluence
Figma

Connect in 2 minutes. Your code stays on your infrastructure.

One sitting replaces your entire ticket lifecycle

Without Karl

4+ days, 3+ hours of meetings
1

PM writes ticket

30 min

Vague, missing context

2

Refinement meeting

45 min

5 people in a room

3

Slack back-and-forth

3 days

Still unclear

4

Handover meeting

30 min

Dev takes notes

5

Dev starts work

???

Still has questions

With Karl

One sitting. Under 10 minutes.
1

Describe what you want

2 min

Text, screenshot, anything

2

Karl interviews you

5 min

With full codebase context

3

Ticket + mission briefing

Done

Ready to build

Karl already knows your codebase

Before asking its first question, Karl has read your repos, your docs, your tickets, and your designs. Every question it asks and every output it produces is grounded in what actually exists.

GitHub

1,247 files indexed

  • Existing components and utilities
  • Naming conventions and patterns
  • Recent PRs and what changed
Jira

89 tickets analyzed

  • How your team writes acceptance criteria
  • Common edge cases in past tickets
  • Dependencies and blockers
Confluence

34 pages parsed

  • API documentation and endpoints
  • Architecture decisions
  • Team conventions and standards
Figma

12 design files synced

  • Component specs and variants
  • Responsive breakpoints
  • Design token mappings

Every session produces two things

A Jira-ready ticket with nothing left to clarify, and a mission briefing that gives the developer everything they need to start building. No refinement meeting. No handover.

Jira TicketPROJ-127

Add promotional banner to homepage

As a marketing team member, I want to display a promotional banner on the homepage so that visitors are aware of our seasonal campaign.

Acceptance Criteria

  • Banner displays full-width above the fold
  • Copy and CTA link are editable via CMS
  • Dismiss button persists choice for 24h (cookie)
  • Banner respects reduced-motion preferences
  • A/B variant support via feature flag

Edge Cases

No active campaign → banner hidden, no layout shift

CMS fields empty → fallback to default copy

Cookie expired → banner reappears

Mobile viewport → single-line copy, stacked CTA

Points: 5Type: StoryDeps: CMS API, Feature flags
Mission BriefingFor Cursor / Claude

Mission

Add a dismissible promotional banner to the homepage that pulls copy from the CMS and supports A/B testing.

Contextpulled from your repos

  • CMS endpoint: /api/v2/banners (already exists)
  • Feature flags via LaunchDarkly (SDK already init'd)
  • Design tokens in src/styles/tokens.ts
  • Existing Banner component at src/components/Banner is deprecated. Build fresh in src/features/promo/

Guardrails

  • Do NOT modify the global layout component
  • Use the existing FeatureFlag wrapper, don't call LD directly
  • Cookie util is at src/lib/cookies. Use it, don't add js-cookie
  • All animations must respect prefers-reduced-motion

Definition of Done

  • ✓Banner renders from CMS data
  • ✓Dismiss persists 24h via cookie
  • ✓A/B variant renders based on feature flag
  • ✓Zero layout shift (CLS) when banner loads

The highlighted lines are things only Karl could know. They come from your GitHub repos, your Confluence docs, and your existing Jira tickets.

Exports to Jira wiki markup, Markdown, or JSON.

“Built by a product team that ran 200+ refinement sessions and decided there had to be a better way.”

k
Karl

From idea to implementation in one sitting.

No refinement meeting. No handover. No waiting.