Improve / I have software, but I don’t trust it yet

Finish, fix, and extend your software.

Your app runs. Mostly. Kumiko makes it safe to change, easier to operate, and ready for real use.

Bring us the code

What improving looks like

Pick up where it stopped.

Add features

Build the next feature into the software you already run, without starting over.

Finish it

Complete the missing screens, edge cases, deployment, and polish an unfinished application needs to ship.

Fix recurring problems

Find the cause of the bug, slowdown, or failed job that keeps coming back, and stop it at the source.

Make it maintainable

Add tests, untangle brittle code, and document how it works so the next change is safe to make.

Vibe code cleanup

Got it 80% working with prompts and now you’re scared to touch it?

That’s fixable.

AI can get an idea moving fast. The last stretch needs engineering: architecture, tests, security review, performance, deployment, and code another person can understand.

Good candidates

Keep what works. Fix what doesn’t.

AI-generated applications

Promising products that need review, structure, tests, and safer foundations.

Prototypes

Demos that proved the idea and now need to survive real users and real data.

Messy codebases

Working systems slowed down by brittle code, hidden assumptions, or years of patches.

Unfinished software

Applications missing the final features, deployment work, polish, or discipline needed to ship.

What changes

Confidence, one weak point at a time.

01
Understand it.
Read the code, run the product, map risks, and identify what is already worth keeping.
02
Stabilize it.
Fix the sharp edges first: data loss, security, broken workflows, unreliable deployment, and missing tests.
03
Move it forward.
Refactor where it pays, finish important features, and leave the software easier to change.

In practice

Our own software, too.

Internal software

Atorasu

Procurement intelligence built and used by Kumiko to find relevant public-sector software work.

Read the Atorasu study

Note

Deterministic on Purpose

How Atorasu separates relevance, eligibility, and judgment so every score can be explained.

Read the note

Have software?

Let’s make it trustworthy.

Start a project Need something new? Build it →