Hundreds of thousands of lines of legacy code written in the '80s. The few developers who knew them were retiring, leaving critical systems completely opaque.

The development environment was Omnis Studio, a proprietary platform with an internal language unsupported by any existing documentation tool. The codebase had grown for years with no externally readable documentation.

Every new developer spent weeks getting oriented on a rapidly grown codebase with no structured documentation. Seniors were constantly interrupted to explain systems that should have been self-documented.

The company wanted to adopt an AI documentation system but feared high infrastructure costs, long setup times, and the complexity of managing dedicated hardware internally.

Strict regulations and internal security policies prevented any source code flow to external cloud systems. All existing documentation tools were SaaS, making their use impossible in the company's segregated infrastructure.

The team needed to activate automated documentation without blocking the current sprint. Complex configurations, lengthy onboarding, or invasive integrations were out of the question.

An enterprise client required months of manual analysis on a multi-million-line system before proceeding with a critical migration. Every analysis error could cost weeks.

The company had to pass an ISO 27001 audit in 60 days. The technical documentation required by auditors was almost completely missing and the team had no time to produce it manually.

Release pressure and a small team: in 18 months, 200+ features had been released with no line of documentation. The product worked, but no one had an overview anymore.

During an acquisition, the technical team had to assess the quality and sustainability of a multi-million-line codebase in a few weeks.