01
The people who understood the system have left.
Every large codebase has the same problems.
02
New developers take months to become useful.
03
The documentation describes a system that has changed.
04
Finding the cause of an incident takes longer than fixing it.
05
Old code carries vulnerabilities nobody is patching.
This is not a small tax on your engineering team.
58%
Developer time goes to understanding existing code rather than writing it.
IEEE Transactions on Software Engineering20 to 40%
Of the technology estate is technical debt.
McKinsey, from 50 CIOs at large financial and technology firms93%
Of developers say documentation is incomplete or outdated.
GitHub Open Source Survey20%
Of breaches begin with an exploited vulnerability, up a third on the previous year.
Verizon 2025 Data Breach Investigations Report43%Deloitte
Of United States banking still runs on COBOL, and most of the engineers who wrote it are close to retirement.
Onboard new developers fast.
A new developer asks the agent why a service calls another one, what breaks if a field changes, or where a rule is enforced. Every answer cites the files it came from, so they can check it rather than trust it. Your senior engineers keep their week back.
Documentation the agent maintains for you.
Senpiper Codebase documents what each service does, what it depends on, and how data moves through it. When the code changes, it updates the documentation, so nobody has to remember to.
Find the cause in minutes, not hours.
During an incident or a production issue, the agent follows the failure back through code and finds the path it took, down to the change that caused it.
One path at a time, not one big rewrite.
The agent maps where an old framework or vulnerable dependency reaches across the codebase, then rewrites the affected paths one at a time. Nobody has to approve a rewrite of everything at once.
Banks, ministries and defence suppliers cannot send source code across their own firewall, whatever assurances come with it. This is why they can use it.
Your code stays private. Your cost stays fixed.
Fixed costCapacity is planned against your own users and workloads. There is no per-query billing, so the bill does not move when usage does.
JanDec
Questions asked128,400
InvoiceUnchanged
PrivateThe model, the index and the agent run inside the environment you choose. Nothing reaches an external provider.
Inside your network
modelspromptscodeembeddingsdocumentslogs
External providersNo outbound call, no training on your code
Ten minutes to your first answer.
01Point it at a repository. Read access is enough. No changes to your build or your pipeline.
02It reads the code. Indexed in place. Nothing is uploaded.
03Ask it something. Start with the question your team asks most, and check the answer against the code it cites.