AVA Autonomous Delivery Pipeline Diagram

Project Information

  • Category: AI Automation & Engineering
  • Company: DubizzleLabs
  • Timeline: 2026
  • Tech Stack: NestJS, Next.js, PostgreSQL, Redis, MCP, TypeScript, Claude API, Agentic Pipelines

Overview

AVA is an internal AI copilot and autonomous delivery pipeline used across multiple DubizzleLabs products (Propforce, CarForce, and more), letting business and product teams query live data and ship code end to end from a single chat interface.

Key Features:

  • A single-sign-on chat interface for business and product teams across products, backed by product-specific MCP servers pulling live data from databases and OpenSearch to generate custom reports on demand.
  • A requirements flow: teams describe a new feature in chat, AVA asks clarifying questions, drafts wireframes from the internal knowledge base and an LLM, and files a Jira ticket with the wireframe attached.
  • An autonomous delivery pipeline chained onto that ticket: a Claude skill turns it into an engineering plan, opens a branch and GitHub issue, and triggers a workflow that generates code and tests, opens a PR, comments back on Jira, and notifies QA.
  • QA closes the loop by verifying the generated changes with their own Claude skill before merge.

Production Impact:

Took PR preparation time on affected workflows from an average of ~40 minutes down to ~6 minutes, and gave non-engineering teams a direct, self-serve path from a data question or feature request to shipped code.