| Architecture era | AI-native, built for the LLM era | Pre-LLM (Parasoft founded 1987); SOAtest is a long-evolved Java-based engine |
| Self-hosted LLM (Ollama / vLLM / LM Studio) | Yes — Enterprise tier, runs in your perimeter | No native self-hosted LLM option |
| AI test generation | Native multi-provider (13+ LLM providers, BYO key) | Limited AI capabilities; cloud-coupled where present |
| API specs leave perimeter | Never (self-hosted) or never by default (SaaS, BYO LLM key) | On-prem deployment available; AI features may require external calls |
| Modern UX | Modern web-based UI | Eclipse-based desktop / Java IDE-style UX (long-evolved) |
| Time to first test | Minutes from spec import to running tests | Hours to days; significant ramp-up for new users |
| Protocol coverage | REST, SOAP/WSDL, GraphQL — production-ready | Strong SOAP/WSDL heritage; REST and GraphQL extended over time |
| OpenAPI / Swagger import | First-class import and auto-generation | Available; SOAP/WSDL is the historical center of gravity |
| CI/CD integration | Six first-party plugins (Jenkins, GitHub Actions, Azure DevOps, GitLab CI, CircleCI, Bitbucket) | Jenkins, Azure DevOps, command-line execution |
| MCP / AI agent integration | Native MCP server (Claude, Cursor, any MCP client) | Not available |
| Service virtualization / mocks | Built-in mock server with AI-assisted mock generation | Service virtualization is a separate Parasoft Virtualize product |
| RBAC + audit logs | Built-in 5 roles + audit log capture and export | Available in the broader Parasoft platform |
| SSO (SAML / OIDC / Azure AD) | On near-term roadmap; professional services available today | Available in enterprise tier |
| Free evaluation | Forever-free Citizen Developer (single user) + 15-day full Enterprise trial | Demo + commercial pilot via sales |