Accelerating an AI Startup from Prototype to Production-Grade

Overview

ImagineX partnered with a technology company to transform their internally built AI application from a part-time effort into a production-grade product. ImagineX took ownership of development, design, and delivery — professionalizing the app and accelerating its roadmap for expansion to a broader audience.

Problem

• App was not production-grade, lacking the tooling and observability needed to support and monitor it reliably

• No visibility into performance or how the app would hold up under a rapid increase in users

• Delivery velocity was too slow for the product's ambitions

• No real roadmap, just a loose collection of ideas from a part-time team

Solution

ImagineX used Anthropic's Claude to accelerate delivery — writing code, exploring designs, automating integration and E2E testing, and shaping requirements. The team professionalized the AWS-hosted app into a cloud-native, AI-native product: adding Amazon Bedrock RAG, multiple model vendors (Claude, Llama 4, Gemini, Grok, GPT), and structured logging with OpenTelemetry in Datadog.

Outcome

• Delivered 30+ features in roughly three months — work that would conventionally take a year or more

• Established production-grade observability where there was none, enabling faster incident response and clear visibility into whether each change improved or regressed performance

• Realigned a loose idea backlog into a focused roadmap built around external expansion and market launch readiness

  Expanded the AI foundation by integrating new model vendors and adding new capabilities, broadening what teams can do within the app

Services Delivered

• Enterprise Cloud-Native Engineering

• Data & AI Innovation

• Quality Engineering & Automation,

• Product Management & Design

• Agile Delivery & Transformation

Engagement Team

• Engineering Lead

• Staff Engineers

• Senior Engineers

• Designer

• Program Manager

Technologies Used

• Angular

• Vite

• Python

• FastAPI

• OpenTelemetry

• AWS Bedrock

• AWS ECS

• AWS RDS

• Claude Models and Cloud Sandboxes

• Datadog

• Fullstory