Zenable transforms how organizations manage requirements and specifications in software development. Automated Context Engineering: Upload whatever context you have - contracts, policies, design specs - or add requirements by hand, and they automatically propagate to all your developers. Build and work off of specifications in seconds, not days. Optimized for Speed and Security: Context is pre-processed and optimized for every developer use case, including writing features, fixing bugs, troubleshooting, doing peer review, and more. Seamless Integrations: Just the right information, in right places, at the right time - whether that’s real-time feedback in your IDE, automated PR reviews, or runtime guardrails, our tools are there to assist during every step from brainstorming to production.

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Technical Architecture

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Dual-Layer Validation System

Zenable combines deterministic rules with fine-tuned AI agents to deliver comprehensive code validation: Deterministic Policy Engine
  • Lightning-fast rule evaluation that can run on every file save
  • Designed to run continuously without impacting developer flow
  • Ensure critical issues never slip through the cracks
Fine-Tuned AI Agents
  • Custom-trained models that understand your specific codebase and requirements
  • Don’t just identify problems - provide working solutions and auto-fix capabilities
  • Context-aware suggestions based on your team’s patterns and best practices
  • Integrated directly into your IDE for seamless remediation
How They Work Together
  • Both validation layers run in parallel for maximum speed
  • Deterministic layer catches critical issues immediately
  • AI layer provides nuanced feedback and automated fixes
  • AI continuously learns and refines rules based on patterns
  • Results combined into unified, actionable feedback

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Integration Points

IDE Integration via MCP (Model Context Protocol) Real-time inline suggestions with automatic remediation capabilities that fix issues as you code
IDEMCP ServerHooksAuto-Detection
Cursor✅N/A✅
Claude Code✅✅✅
Windsurf✅N/A✅
Amazon Q✅N/A✅
Continue*✅N/A✅
Gemini CLI✅N/A✅
Roo Code✅N/A✅
VS Code✅N/A✅
*Continue users may experience issues until Continue adds support for streamable HTTP. GitHub Integration
  • Automated PR reviews on every push
  • Comments with specific line-level feedback
  • Suggested fixes in GitHub’s suggestion format
  • Configurable severity levels and bypass rules
Coming soon
  • GitLab support
  • Integration into ticketing systems and your cloud runtime
  • and more! Check out our roadmap for all the details

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Key Benefits

  • Prevent AI Mistakes: Ensure AI-accelerated development doesn’t compromise quality, security, or compliance
  • Speed up Reviews: Automate first-pass requirements checks across your entire development workflow
  • Reduce Compliance Burden: Transform static documents into automated enforcement
  • Improve Developer Experience: Provide instant feedback without blocking productivity
  • Scale Governance: Handle complex, multi-system environments with ease
  • Measure Maturity: Track governance effectiveness with quantitative metrics and continually improve

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Next Steps

Use Cases

Explore practical applications

IDE Setup

Get started with MCP

GitHub Setup

Configure PR reviews
Learn more about our security practices and compliance certifications at zenable.io/security.