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AI Coding Maturity Assessment

Take a quick assessment to understand AI-generated code vulnerability trends in your organisation.

Question /

AI Vulnerability Projection

2026 – 2029 Forecast

Your Results

Symbiotic Code is a secure-by-default coding agent that generates verified, vulnerability-free code. Click to see how it changes your projection.

Productivity Gain
Estimated developer output increase from AI-assisted coding, based on your tooling and adoption speed.
Vulnerable Code Rate
Share of AI-generated code that introduces a security flaw, derived from your selected LLM model's known vulnerability rate.
Breaking Point
When new vulnerabilities will permanently outpace your team's yearly remediation capacity.
1

AI-Generated vulnerabilities

The continuously growing stream of new vulnerabilities entering your codebase through AI-assisted development.

2

Business-critical threats

A subset of the worst threats;the ones that could actually be exploited to cause real damage.

3

Your team's remediation capacity

The volume your team can realistically fix per year.

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Breaking point:

The point at which vulnerability inflow permanently exceeds your team's remediation capacity.

Powered by security and productivity benchmarks from Stanford (2023), South China University (2024), and Carnegie Mellon (2025).