Services / Strengthen

From a clever prototype
to a system you can trust.

Someone built something that works, perhaps with an AI coding tool. We turn it into an application built for production: reviewed for security, tested for load and set up so your team can see what it is doing, ready for the questions your business, your customers and your auditors will ask.

A prototype is surrounded by security, scale, observability and compliancePROTOTYPESECURITYSCALEOBSERVECOMPLY
Talk about Enterprise AI HardeningSee what you get
Best when
A working prototype is about to meet real users or real data.
You bring
The prototype, its source and the people who built it.
You leave with
A reviewed, hardened application and a plan for operating it.
Shape
An assessment first, then a scoped hardening build.

You might be here if

Does any of this
sound familiar?

The gap

A prototype answers one question:
could this work?

Production asks the others. Who may see which data? What happens when a service is down, when a request is repeated or when the input is hostile? How will anyone know something went wrong? AI coding tools have made the first answer cheap. The rest is the same engineering as ever.

It may matter more than before. Code written quickly can look finished before it is. It runs on the demonstration path and fails on the one nobody tried. We bring the discipline that closes that gap: review, tests, security, observability and a way to operate the result.

What we harden

Six things between a demo and production.

Every engagement starts with an assessment. The work covers these areas.

An assessment

A review of architecture, code, dependencies and data handling, written plainly with the gaps ranked by severity.

Security and access

Authentication, authorization, secret handling, input handling and dependency review, with protection for data in transit and at rest.

Scale and reliability

The data model, background work, failure handling and recovery, tested against the load you expect.

Monitoring

Logging, metrics, tracing and alerts, so your team can see what the system is doing and why.

Tests and a safe delivery path

Automated tests, continuous integration and delivery, separate environments and repeatable releases.

Compliance readiness and handover

Controls and evidence mapped to the requirements you must meet, an operating guide and documentation your team can use. We prepare you for an audit; the audit itself is independent.

How it works

One clear step at a time.

  1. Assess

    Read the code, run the system and talk to the people who built it. Document what works, what is risky and what is missing.

  2. Plan

    Agree priorities and scope. Decide what to harden, what to rebuild and what to leave.

  3. Harden

    Fix and strengthen the application in focused increments, with tests that show each change did what it should.

  4. Prove

    Check security, load and recovery. Have the result reviewed by someone who did not write it.

  5. Hand over or operate

    Give your team a runbook and training, or continue as the operating partner through our managed SRE service.

What changes

From where you are to where you want to be.

  • From: An app that works on the demonstration path

    To: An app that handles failure, load and misuse

  • From: Code nobody fully understands

    To: Code that has been reviewed, tested and documented

  • From: Hoping production behaves

    To: Logs, alerts and a runbook

  • From: Security by assumption

    To: Access control, secrets handling and dependency review

See how we think about it

Proof before trust.

The discipline of tests, review and operations is the same whoever or whatever wrote the first draft of the code.

Before you start

What to expect.

Hardening can mean rebuilding parts.

If the foundation cannot carry production, we will say so and explain what it would take. We would rather tell you than patch it.

Certification and penetration testing are separate.

An independent firm performs them. We prepare the system and its evidence and work with that firm.

Questions

Common questions.

Does it matter which tool built the prototype?
No. We see the same pattern from AI coding assistants, low-code platforms and quick contractor builds. We review what exists.
Do we have to rebuild from scratch?
Not necessarily. The assessment decides. Often much of the interface and logic can stay while the foundations beneath them change.
Can the original builder stay involved?
Yes, and we prefer it. Their understanding of what the application is meant to do is valuable.
Do you handle security testing?
We review the security design and common weaknesses as part of hardening.
Can you run it after you harden it?
Yes. Our managed reliability service (SRE as a Service) can take on monitoring, incident response and ongoing improvement.
How do we start?
With an assessment. It tells both of us what the work involves before anyone commits to a larger scope.

Bring us the prototype. We will tell you what it needs.

Share what you have built and what it needs to become. We will start with a straightforward assessment.

Talk about your project