> ## Documentation Index
> Fetch the complete documentation index at: https://docs.zenable.io/llms.txt
> Use this file to discover all available pages before exploring further.

# Use Cases

> Real-world applications of the Zenable platform

Zenable transforms how organizations approach software governance. **Upload your requirements once**, and we automatically extract, understand, and enforce them throughout your entire development lifecycle.

## How It Works

1. **Upload Your Documents** - Policies, compliance frameworks, design docs, contracts
2. **Automatic Extraction** - We identify and structure all requirements
3. **Continuous Enforcement** - Every line of code, every PR, every developer action is checked

## Development & AI Safety

<Card title="Preventing AI Mistakes" icon="shield-halved" href="/use-cases/preventing-ai-mistakes">
  **Challenge**: AI coding assistants generate vulnerable code with security flaws and compliance violations

  **Solution**: Real-time safety net that catches SQL injections, hardcoded secrets, and policy violations as code is written

  **Result**: Ship AI-accelerated code with confidence - zero security compromises

  [Explore AI safety features →](/use-cases/preventing-ai-mistakes)
</Card>

<Card title="AI Tools & New Features" icon="sparkles" href="/use-cases/ai-tools-new-features">
  **Challenge**: Rapid AI-driven development introduces inconsistent patterns and technical debt

  **Solution**: Automated governance checks ensure every AI-generated feature meets your standards

  **Result**: 10x development speed without sacrificing code quality

  [See implementation details →](/use-cases/ai-tools-new-features)
</Card>

<Card title="Finding & Fixing Bugs" icon="bug" href="/use-cases/finding-fixing-bugs">
  **Challenge**: Bugs slip through reviews and automated testing misses edge cases

  **Solution**: AI-powered analysis identifies subtle bugs and suggests fixes before production

  **Result**: Fewer production incidents

  [Learn bug prevention strategies →](/use-cases/finding-fixing-bugs)
</Card>

## Code Assessment & Modernization

<Card title="Legacy Code Assessment" icon="magnifying-glass-chart" href="/use-cases/legacy-code-assessment">
  **Challenge**: Understanding and modernizing legacy systems requires months of manual analysis

  **Solution**: Automated deep-dive analysis maps dependencies, identifies risks, and creates implementation roadmaps

  **Result**: Complete understanding of tech debt in hours, not months

  [Start your assessment →](/use-cases/legacy-code-assessment)
</Card>

<Card title="Security Assessment" icon="lock" href="/use-cases/security-assessment">
  **Challenge**: Security vulnerabilities hide in complex codebases and evolve with new threats

  **Solution**: Continuous security scanning with context-aware vulnerability detection and remediation

  **Result**: Proactive security posture with significant reduction in vulnerabilities reaching production

  [Enhance security posture →](/use-cases/security-assessment)
</Card>

## Compliance & Governance

<Card title="Compliance Pre-Audit" icon="clipboard-check" href="/use-cases/compliance-pre-audit">
  **Challenge**: Audit preparation is stressful, manual, and reveals surprises at the worst time

  **Solution**: Upload your framework (SOC 2, HIPAA, FedRAMP, etc.) and governance to get continuous compliance monitoring directly in your SDLC

  **Result**: Pass audits on the first attempt with zero surprises

  [Prepare for audits →](/use-cases/compliance-pre-audit)
</Card>

<Card title="Policy as Code" icon="scroll" href="/use-cases/policy-as-code">
  **Challenge**: Translating governance policies into enforceable technical controls is error-prone

  **Solution**: Automatic conversion of policies to executable rules with version control and testing

  **Result**: 100% policy enforcement with full traceability

  [Automate policy enforcement →](/use-cases/policy-as-code)
</Card>

<Card title="Supply Chain Security" icon="link" href="/use-cases/supply-chain-security">
  **Challenge**: Dependencies change frequently and are nearly impossible to manage

  **Solution**: Monitor dependency changes, detect suspicious packages, prevent lookalike attacks, monitor for unwanted behavior / insider threats

  **Result**: Protected supply chain and significant reduction in insider threat risk

  [Secure your dependencies →](/use-cases/supply-chain-security)
</Card>

## Project Lifecycle

<Card title="Starting New Projects" icon="rocket" href="/use-cases/starting-new-project">
  **Challenge**: New projects start without proper governance setup, creating technical debt from day one

  **Solution**: Automated project scaffolding with built-in governance, security, and compliance

  **Result**: Projects start right with zero governance debt

  [Launch correctly →](/use-cases/starting-new-project)
</Card>

## Pricing & Plans

<Card title="Choose Your Plan" icon="tag" href="https://zenable.io/pricing?utm_source=docs&utm_medium=use-cases&utm_content=pricing-card">
  **Free Tier**: 25 PR reviews + 100 tool calls daily

  **Professional**: Custom guardrails + 10x limits

  **Enterprise**: Unlimited scale, dedicated support, isolated workloads

  [Compare plans →](https://zenable.io/pricing?utm_source=docs\&utm_medium=use-cases\&utm_content=compare-plans)
</Card>

## Getting Started

<CardGroup cols={2}>
  <Card title="Schedule a Demo" icon="calendar" href="https://zenable.io/schedule-demo?utm_source=docs&utm_medium=use-cases&utm_content=schedule-demo">
    See Zenable in action for your specific needs
  </Card>

  <Card title="Try MCP Integration" icon="plug" href="/integrations/mcp/getting-started">
    Start with real-time IDE feedback today
  </Card>

  <Card title="GitHub Integration" icon="github" href="/integrations/vcs-reviewers/github">
    Automate your GitHub PR reviews immediately
  </Card>

  <Card title="GitLab Integration" icon="gitlab" href="/integrations/vcs-reviewers/gitlab">
    Automate your GitLab MR reviews immediately
  </Card>

  <Card title="Contact Sales" icon="phone" href="mailto:hello@zenable.io">
    Discuss enterprise requirements
  </Card>
</CardGroup>