Customer story
FinLocker logo Enterprise due diligence

Documented 100+ repositories in 5 weeks, not 6 months.

FinLocker used DocuWriter.ai to generate structured documentation across a large, fast-moving platform under a five-week deadline, giving an enterprise client the transparency needed to complete technical due diligence and move a strategic deployment forward.

A strategic enterprise client needed source-code transparency before moving forward with a deployment affecting more than 3 million servicing customers.

Repositories
100+

Platform repositories

Timeline
5 weeks

Documentation timeline

Manual path
~6 months

Manual estimate

Customer impact
3M+

Servicing customers affected

From FinLocker

"We had over 100 repositories with incomplete documentation. Manually documenting everything would have taken about six months."

FinLocker still had to get the documentation done. The difference was compressing a manual, months-long effort into a review workflow the engineering team could actually finish.

Princewill O.

Head of Engineering & Data/AI, FinLocker

Project snapshot

FinLocker builds mobile apps, financial readiness tools, and digital experiences that help consumers prepare for homeownership.

A strategic enterprise client needed source-code transparency before moving forward with a deployment affecting more than 3 million servicing customers.

Manual path

~6 months

With DocuWriter.ai

5 weeks

Founder perspective

"Documenting large engineering systems can take months of manual work. Our goal with DocuWriter.ai is to generate comprehensive documentation automatically so teams can focus on building great software instead of writing docs from scratch."

Founder, DocuWriter.ai

The challenge

Large codebase, short clock, real diligence.

Large documentation gap

FinLocker had real gaps in formal source-code documentation across its engineering ecosystem.

Hard five-week deadline

The enterprise client needed the documentation quickly enough to complete technical review on a live commercial timeline.

Manual path was not viable

The team estimated the work would take roughly six months of dedicated engineering time if handled manually.

Why it worked

AI automation plus engineering review.

01

Native Azure DevOps fit

DocuWriter.ai worked with FinLocker's existing repositories instead of forcing a new documentation workflow.

02

Fast generation from source code

The team could generate structured technical docs quickly, then spend time reviewing the output instead of drafting from scratch.

03

Iterative engineering feedback

FinLocker's developers refined coverage and quality as the documentation expanded across the codebase.

04

Hands-on founder support

DocuWriter.ai team worked directly with the team on edge cases and on improving large-repository handling.

Results

The documentation got done, and the deal kept moving.

Enterprise-ready documentation delivered

Structured documentation was produced across the platform to support the client's technical evaluation.

Six months compressed into five weeks

AI automation plus focused review dramatically reduced the timeline without pausing core engineering work.

Due diligence completed

The client engineering team had the materials needed to conduct a full technical review.

Strategic deployment accelerated

FinLocker advanced a partnership tied to re-engaging more than 3 million servicing customers.

Ready to show enterprise buyers the same kind of proof?

Give your team a faster path from source code to due-diligence-ready documentation.

DocuWriter.ai helps engineering teams generate structured documentation from real repositories, then refine it with human review instead of starting from a blank page.

100+ repositories 5-week timeline Enterprise diligence