Codebase Hardening Diagnostic
Turn vibe code into real code.
A fixed-scope, one-week diagnostic that turns a working AI prototype into a secure, scalable corporate asset.
Codebase Hardening Report
Files Reviewed
47
Security Issues
12
Critical Risks
3
Production Ready
62%
Risk Distribution
Top Risk
Hardcoded API credentials
SeverityHigh
EffortMedium
Move credentials to secure vault and update access controls.
View full report →
You built something useful. But you can't safely share it.
Tools stay locked to one user
Useful work never reaches the wider team.
Prototypes hide real risk
Exposed keys, leaky data, no isolation.
IT blocks the deployment path
Without evidence, security won't sign off.
Built for the people who build inside your business.
Best suited to organisations with grassroots AI prototypes built using tools like Claude Code, Codex or Cursor that now need to be distributed across teams safely. Including financial services, healthcare, education, legal, environmental services and energy.
Our one-week process from prototype to production-ready spec.
1
Days 1–2
Review code and model
- Review application code logic
- Examine model instructions
- Walk through backend and data flow
- Interview the creator for context
→
2
Days 3–4
Assess risk and scaling
- Screen for hardcoded credentials
- Analyse data handling and isolation
- Assess concurrent users and stability
- Review code structure vs best practice
→
3
Day 5
Build the engineering spec
- Codebase safety assessment
- Operational deployment map
- Engineering specification
- Fixed-fee build proposal
✓The outcome
You get the evidence to safely share, harden or rebuild your AI prototype, without losing the logic you've already created.
TOKENEFFECT
AI Codebase Hardening Diagnostic
TOKENEFFECT
What you receive
A complete Codebase Hardening Diagnostic.
- Codebase safety and security assessment
- Operational deployment map for internal distribution
- Engineering specification for production
- Concurrent-user and data-isolation analysis
- Coding structure review against best practice
- Risk register for known vulnerabilities
- Fixed-fee engineering proposal
- Decision pack for IT or CTO sign-off
From operational reality to financial reality.
| Operational reality | Financial reality |
|---|---|
| An excellent tool is locked to a single user | Wasted capacity across the wider org |
| Hardcoded API keys and insecure loops | Data leak and compliance risk |
| Concurrent users without isolation | Corrupted data and privacy breaches |
| Application breaks when models change | Operational disruption and emergency fixes |
| Code lacks documentation and structure | Total reliance on the creator, unmaintainable asset |
What this engagement is not.
Not a criticism of your prototype
Not a feature-building sprint
Not a generic AI workshop
Not a code rewrite
Not a vendor tool recommendation
It is the structured safety and engineering check that lets you deploy internal AI tools across the business with confidence.
Fixed fee.
Fixed scope.
Clear path.
Fixed scope.
Clear path.
£4,500
1-week AI Codebase Hardening Diagnostic
✓ All activities and deliverables included
✓ No surprise fees
✓ Clear scope and timeline
✓ Engineering evidence you can take to IT
Let's check whether your prototype is ready for production.
Book a 30-minute fit call →