ZZylon Labs
Case study · US

Clarity

Platform maintenance and evolution: ownership of an existing system, new AI-powered features, and reliable operations on AWS + Cloudflare.

Context

Clarity had an existing platform built by previous developers. The main need was long-term ownership: improving reliability, understanding the system’s weak points, and continuing feature delivery without breaking production.

What I delivered

Platform ownership & modernization

Stabilized delivery, reduced operational risk, and iterated on architecture where it produced clear value.

AI WYSIWYG tooling

Built AI-assisted editing experiences focused on real workflows—not demos—so the team could ship content faster with quality control.

AWS + Cloudflare operations

Ensured the platform stays up: deploys, monitoring, incident handling, and continuous reliability improvements.

Outcome

  • Reliable ownership: someone accountable for production stability
  • New capabilities shipped without losing control of complexity
  • Clearer operations: monitoring, deploy paths, and incident readiness

What makes these projects succeed

Taking over an existing platform is mostly about priorities and risk management: you need observability, safe deployment patterns, and a roadmap that pays down the right technical debt—not all of it.