ENGINEERING OPERATIONS PLATFORM

Ticket to production
in 7 phases

An end-to-end platform that takes Android and KMP teams from ticket import through AI code generation, review, testing, and distribution -- with full team visibility at every step.

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How it works

7 phases. One continuous pipeline.

Every flow unit moves through a structured pipeline -- from ticket import to app store distribution. Each phase has configurable nodes, AI automation, and human checkpoints.

Phase 1
Scope
Import a ticket from a connected source -- Jira, Linear, Notion, Sentry, Crashlytics, or manual entry. The platform detects your project framework and builds a scope manifest for the AI pipeline.
Jira Import Linear Import Framework Detect
01
Ticket Source
Jira Linear Notion Manual
PROJ-417
Refactor auth module to support biometric login
android auth
Framework: Android + KMP (commonMain, androidMain)
Phase 2
Planning
PlannerAI decomposes the ticket into a step-by-step workflow plan. If a Figma link is attached, design tokens are extracted. A checkpoint pauses for human approval before code generation begins.
PlannerAI Figma Sync Checkpoint
02
PlannerAI Output
14:23:01 [PlannerAI] Decomposing PROJ-417...
14:23:04 [PlannerAI] Generated 6-step plan:
1. Create BiometricAuthManager.kt
2. Add BiometricPrompt dependency
3. Update AuthRepository interface
4. Implement KMP expect/actual
5. Write unit tests
6. Update navigation graph
14:23:05 [Checkpoint] Waiting for approval...
Phase 3
Designing
Convert Figma frames into Jetpack Compose or SwiftUI code. Design tokens are extracted and mapped to your project's theme. Optional -- skip if there is no design work.
Figma-to-Compose Figma-to-SwiftUI Checkpoint
03
Design Conversion
// BiometricLoginScreen.kt
@Composable
fun BiometricLoginScreen() {
Column(modifier = Modifier
.fillMaxSize()
.background(AppTheme.colors.surface)
)
}
3 components extracted from Figma frame
Phase 4
Implementing
BuilderAI generates unified diffs with dual system prompts for Android and KMP. A git branch is created automatically, and patches are applied. iosMain is always read-only.
BuilderAI Git Branch Apply Patch
04
BuilderAI Diff
Branch: feat/PROJ-417
+ class BiometricAuthManager(
+ private val context: Context
+ ) {
+ fun authenticate(): Flow<Result>
+ }
+147 -23 across 4 files
Phase 5
Reviewing
Gradle build verification runs first. CriticAI reviews the generated code and triggers fix loops until the build passes and the review is clean. A pull request is created automatically.
Gradle Build CriticAI Create PR Checkpoint
05
Review Pipeline
14:24:41 [Gradle] Build verification...
14:25:12 [Gradle] BUILD SUCCESSFUL
14:25:13 [CriticAI] Reviewing changes...
14:25:28 [CriticAI] PASS -- no issues
14:25:29 [Git] PR #142 created
14:25:30 [Checkpoint] Awaiting merge...
Phase 6 -- CI
Testing
Run unit tests (JUnit 5), UI tests (Compose/Espresso), regression suite, and lint/static analysis. CI is a separate phase from CD -- tests must pass before distribution begins.
JUnit 5 Compose UI Espresso Lint
06
Test Results
Test Suite PASSED
Unit (JUnit 5)47/47
UI (Compose)12/12
Regression8/8
Lint0 warnings
Coverage: 84% (+3.2% vs main)
Phase 7 -- CD
Distribution
Trigger CI pipelines (CircleCI, GitHub Actions, Bitrise). Build artifacts. Upload to Firebase App Distribution, TestFlight, Play Store, or App Store. Notify stakeholders via Slack.
GitHub Actions CircleCI Firebase AD Slack Notify
07
Distribution Pipeline
14:30:01 [Actions] Build triggered...
14:33:45 [Actions] Build successful
14:33:46 [Firebase] Uploading APK...
14:34:02 [Firebase] Distributed to testers
14:34:03 [Slack] #releases notified
PROJ-417: DONE -- ticket to production
7
Automated phases
20+
Node types
8
LLM providers
5
Team roles
0
Source code sent to servers
Platform

Everything your team needs

A complete engineering operations platform -- not just another AI code assistant. Designed for teams that ship Android and KMP apps.

Visual Canvas Designer
Design flow templates on a drag-and-drop canvas with 7 swim lanes. Add, remove, and reorder 20+ node types. Configure phases per project.
Kanban Board
Track every flow unit across 9 columns -- 7 phases plus Done and Failed. Switch between kanban and list views. Filter by assignee, template, or status.
AI Code Generation
PlannerAI, BuilderAI, and CriticAI work in sequence. Generates unified diffs, creates branches, applies patches -- with automatic review loops.
BYOK -- Your Keys, Your Code
Your data goes to the LLM provider you choose, using your key. We never see it. PII scanning runs on every request. Choose from 8 providers.
Team Reports
Velocity metrics, per-engineer performance, LLM cost breakdowns by provider and model. PMs see who is shipping. Leads see where to optimize.
Ticket Sources
Import from Jira, Linear, Notion, Sentry, Crashlytics -- or enter manually. Recent tickets pre-loaded. AI enhances manual descriptions.
Team

Role-based access for every team member

Five roles with granular permissions. Each person sees exactly what they need -- no more, no less. Module visibility is enforced across the entire platform.

PM
Read-only kanban
Velocity reports
Comment on flow units
Engineer
Create flow units
Own reports only
Assigned work
Senior Engineer
Create templates
Any flow unit
Approve checkpoints
Tech Lead
All templates
Team reports
Team management
Principal
Org-wide access
All reports
Full admin

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