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Comparison
General AI tools are good at generating code. That is not the part that fails in a regulated organization. Volt AI adds organizational memory, governance and deployment control around models you have approved.
| Dimension | General AI tools | Volt AI |
|---|---|---|
| What it knows | The open file or current session | Your governed organizational knowledge |
| Context depth | Semantic code search | Architecture, ownership and decision reasoning |
| Survives team turnover | No | Yes — persistent, queryable organizational memory |
| Governance and audit | Limited, or dependent on the provider | Role-based access, policy enforcement, approval controls, full audit trail |
| Data handling | May process prompts and code outside your organization | Data stays inside the approved security boundary |
| Deployment | Primarily provider-managed cloud | Air-gapped on-premises, private cloud, or controlled cloud |
| Model choice | The provider's models | Models you approve, routed through your gateway |
The position
Code generation quality is genuinely excellent across the leading tools. Volt AI routes to approved models to do that work. The difference is what surrounds it.
Next step
Request a demo based on your use case, deployment environment and governance requirements.